Hidden Brain - How to Make a Difference: Part 2

Episode Date: September 28, 2026

Think about the last time you had a discouraging thought. Maybe you told yourself, "This won't work. I'm not cut out for this." Did you take that thought as fact? Last week, we talked with psychologis...t Martin Seligman about why some people come to believe that their actions don’t matter. In the second part of our conversation, he explains how we can strengthen our sense of agency, learn to see new possibilities, and build confidence in our ability to shape what happens next.Anyone who has struggled with depression knows that it feels terrible. But is there a point to that terrible feeling? We consider a new way of thinking about depression in our latest YouTube video -- check it out, and be sure to subscribe so you don't miss our future videos.   Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

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Starting point is 00:00:00 This is Hidden Brain. I'm Shankar Vedantam. If you look down the history of the world, you see a pattern repeat itself over and over again. For lengthy periods of time, groups, communities, and even nations can find themselves stuck. Years go by, sometimes decades, even centuries, and nothing shifts. And then a small group of people, sometimes even just one or two, decide they've had enough and start to foment change. At first, it looks impossible. The odds are too steep, the opposition too strong. But then, the impossible happens.
Starting point is 00:00:43 And soon after, the change that seemed impossible appears like it was inevitable. In our story last week, we explored the psychology of learned helplessness. When people are shown over and over that they cannot change their lives or circumstances, they eventually stopped trying to bring about change in their lives and circumstances. If you miss that story, you can find it in our podcast feed or at hiddenbrain.org. It's titled How to Make a Difference, Part 1. Today, we look at the psychology of people who bring about change in their own lives or at a level of groups and nations.
Starting point is 00:01:29 What prompts these brave souls to attempt to change their circumstances, even when it looks difficult or impossible? The evidence suggests that these individuals possess a powerful weapon. They have an internal sense of agency. By believing that change is possible, by believing that they can be agents of change, they create a force field that actually makes change possible. Today on the show, we explore research that shows that a capacity for agency is not a personality trait,
Starting point is 00:02:07 but a skill that can be taught and learned. If we can learn to be helpless, apathetic and passive, we can also learn to be optimistic and agentic. The surprising science of how people come to see opportunity where others see only roadblocks. This week, on Hidden Brain. When we think about success, we usually focus on ingredients like talent, intelligence, and opportunity.
Starting point is 00:02:46 But psychologists have found that another factor matters just as much or even more. Before we ever take action, we carry around assumptions about whether our actions can make a difference. Those assumptions can determine whether we persist and adapt or never make an attempt in the first place. At the University of Pennsylvania, psychologist Martin Seligman studies how people can learn to be more agentic.
Starting point is 00:03:12 Marty Seligman, welcome to Hidden Brain. I'm delighted to be here. Marty, in your early days as a professor, you had a brilliant student whom you call Suzanne, describe her for me and tell me how she responded when you placed a significant challenge before her. In my earliest years as a professor, my policy with students generally has been, after they've shown they were A-plus students in my courses, is to treat them as a post-doc graduate student and give them really difficult problems.
Starting point is 00:03:48 So this happened with one of my terrific students, I'll call her Suzanne, and she started to work on the problem. And eventually I saw her with her head in her hands, crying, sobbing. She had given up. It was too hard for her. Well, my thinking at the time was, what did psychology tell us about giving us? up and how we can get rid of it. And this is indeed, in many ways, the start of the arc of my 60 years of work, which started with helplessness and giving up. But halfway through became the opposite question. How do we make people more agentic and happier? In many ways, Suzanne's example is not the
Starting point is 00:04:54 example of someone who was lazy or incompetent because in some way she had demonstrated that she was a good student in your class previously. And so it must have been a little puzzling when you saw her suddenly throw up her hands and give up because in some ways this was not the giving up of someone who truly was unable to do the problem. It was somebody who had given up almost before they started. If you have the talent of Mozart, but you don't believe you can compose, music. The result is zero. But psychology at that time had three huge blind spots about human beings, which made it impossible to ask questions about helplessness and mastery. The first blind spot was misery versus happiness. So psychology was entirely about
Starting point is 00:05:54 the relief of misery. But when you lie in bed at night, you're not thinking about how when you go from minus 8 to minus 3. You're thinking about happiness, doing better, how to go from plus 2 to plus 5. Psychology didn't have a science of going from plus 2 to plus 5. The second blind spot was determinism, and that we were puppets of the environment, and that notions like deliberation, choice, and preference made no sense. And the third blind spot was thinking itself. So it wasn't until the 21st century with positive psychology and cognitive psychology and cognitive psychology, that psychology began to work constructively on happiness, on freedom and choice, and on cognition. I couldn't deal with Suzanne in 1969, but now psychology can deal with a Mozart
Starting point is 00:07:10 who has the talent but believes that he can't compose music. During that early part of Marty's career, he learned about a research project that had been carried out in a nursing home. The facility was planning to redecorate a floor that served patients with developmental disabilities. It moved the residents down to the first floor. The change made a striking difference for one particular resident. And they moved her down, and on the first floor, there were a lot of things you could do. And suddenly, for the first time, she started to blossom. She spoke for the first time. She helped in the cooking. About two weeks later, the third floor redecoration was complete.
Starting point is 00:08:02 The woman and the other patients who had been moved to the first floor moved back to their original rooms. She immediately died within a few days. And this inspired Ellen Langer and Judy Rodin to see what was really going on. Now, in the background, we had discovered learned helplessness in people and animals. And we had the first indications that helplessness made you ill, that it took away from you physically.
Starting point is 00:08:37 So here's what Judy and Ellen did. They went to one floor of a nursing home, and they gave a speech to all the residents. And it was of the form, we want you to find out about all the things you can do for yourself at Shady Gras. You can choose whether or not to go to the movies on Tuesday night or Thursday night. You can choose whether or not to have lunch at one or two. Here's a group of plants. Pick out a plant, but you take care of it and water it. On the first floor of the nursing home, they gave a different speech.
Starting point is 00:09:20 We want you to know all the things we're going to do for you here at Shady Grove. Tuesday night is movie night, lunch is at 1 o'clock, and the nurse is going to pick out a plant, which will be nice in your room, but she's going to water it. Then they did two things. This was back in the days when psychology was done with paper clips and rubber bands. We didn't have motion detectors. They put on white adhesive tape on the wheelchair, and over two weeks they measure. how dirty it got, which was the motion to texture. But most importantly, they measured death.
Starting point is 00:10:03 And they found that a statistically larger sample of people died on the first floor than on the third floor. And they found that on the third floor, there was motion. People did things. The adhesive tape was black. And this opened the field of the positive. psychology of health. I mean, in some ways, it's striking because the options that people had at the nursing home on the third floor and the first floor were actually the same. I mean, people had plants, they were movies, there was food to eat. But the difference was that the people on the third floor had choice.
Starting point is 00:10:43 And they were told, you not only have choice, but you have responsibility. You have to take care of this plant. And if you don't take care of the plant, the plant's going to die. And on the first floor, they had all the things. They had a beautiful plant in the room, but things were being done for their. almost out of, you could argue, love, but you could argue that this love was misplaced because the people on the third floor ended up doing much better because they had agency, they had options, they had choice.
Starting point is 00:11:08 Notice there are two things going on between the first floor and the third floor. Is it the presence of agency that increases well-being, health, and activity, or is it the absence of agency, helplessness that kills you? It's taken 60 years to unravel that puzzle. So what we thought for the first 40 years was that the crucial thing was that helplessness killed you. But could it have been the opposite, that it was mastery that saved your life and that helplessness is a default response.
Starting point is 00:11:55 And the great work of Steve Mayer in the last 25 years discovered that we were wrong about learned helplessness. And wrong in the sense that really it was the presence of agency that was making the difference, not the presence of helplessness that was making things worse. Yes. Steve was able to find out through a brilliant series of neuroscience experiments, that the active force was the learning of agency,
Starting point is 00:12:33 not the learning of helplessness. The most powerful obstacles are not always the ones we can see. The most dangerous oppressors are not the ones holding guns to our head. Sometimes the greatest barrier to change is our own conviction that nothing we do can alter the outcome. There is no battle to be won or lost, because we've thrown in the towel before the battle even begins. When we come back, strategies for strengthening the belief that our actions can make a difference. You're listening to Hidden Brain. I'm Shankar Vedantam.
Starting point is 00:13:38 This is Hidden Brain. I'm Shankar Vedantam. Many of us assume that when a discouraging thought pops into our minds, it's telling us the truth. This won't work. I'm not cut out for this. It's too hard. But what if those thoughts are less like facts and more like hypotheses? Stories our minds have learned to tell. Martin Seligman is a psychologist at the University of Pennsylvania. He studies the science of human flourishing. Marty, in our companion episode last week, we talked about the power of our explanatory styles.
Starting point is 00:14:14 Let's go over that one more time. What are explanatory styles? Explanatory styles are the reflexive automatic ways that you think about the causes of adversity that happens to you. And so, for example, if you're rejected by your girlfriend, you might think, I'm unlovable. On the other hand, you might think, she's a horrible. Well, the consequences are very different. different of what you think. In both cases, you've been rejected by someone you love. But in one case, she's a horrible. You search for love again. In the other case, I'm unlovable. You give up and become
Starting point is 00:15:07 helpless. And it was that observation that got me interested in optimism. And indeed, I spent 30 years of my life working on the question of how you build optimism. Marty, you say that one way to cultivate our sense of agency is to shift our explanatory style away from the tendency to catastrophize. Can you unpack that idea for me? Yes. Very importantly, for good evolutionary reason, we are catastrophizers. And here's the reason.
Starting point is 00:15:53 The last major geological age was the Ice Ages, the Pliocene. And those of our ancestors who said, it's a gorgeous day in Philadelphia today, I'll bet it's going to be gorgeous tomorrow, got crushed by the ice. Those of our ancestors who said, it's a nice day in Philadelphia today, but it's an illusion. The ice is coming, drought is coming, flood is coming, disease is coming, lived and passed on their genes. So we inherited a brain that automatically goes to catastrophization. We are by nature catastrophizers and pessimists. So the question is, well, what can you do about a brain that is always telling you the most catastrophic.
Starting point is 00:16:51 Introthrific interpretation. One of the potent exercises is put it in perspective. Noon on Friday. You get a message from your manager. Please come see me at 4 o'clock. What do you think? I'm going to get fired. I'm going to get fired. This is it. How do you counter? that catastrophic explanation. So here's what we do systematically. First, we have people get in touch with their catastrophic brain. Tell me the very worst thing that could happen.
Starting point is 00:17:39 Well, she read my memo about the marketing campaign. She hates it, and I'm going to be fired. Okay. Now, tell me the very best thing. that could happen at 4 o'clock. She read the memo. She loved it. I'm going to be promoted.
Starting point is 00:17:59 I'm getting a raise. Okay. Now tell me the most realistic thing that's likely to happen. Well, she read the memo. She had reservations about my budget, which was probably overly optimistic. And she's likely to say she likes the basic idea, but she's going to make major cuts in the budget.
Starting point is 00:18:27 Okay, that's the most likely scenario. Now, tell me how you're going to plan for the 4 o'clock meeting. I'm going to go over the budget again. She's probably going to tell me it should be slashed by 40%. I'm going to show her the items that will keep it to 20%. So basically, by having people be in touch with catastrophizing, then countering it with the equally unrealistic, what's the best case, brings them to the average case. The voices that you hear, the catastrophization voices, are not voices of reality. They're voices that come from the ice ages that are announced.
Starting point is 00:19:16 to someone who's a rival for your boyfriend and wants to make your life miserable. So you can't treat your automatic thoughts as if they were true. And that's one of the basic discoveries of positive psychology and agency. I understand, Marty, that you've spent much of your own life as a pessimist. Have you managed to shift your own explanatory style? Indeed, I have, and I'm still learning these days, Chunker. So, indeed, I'm very good at countering my four in the morning pessimistic thoughts. And indeed, I woke up at four in the morning last night.
Starting point is 00:20:03 Oh, my God, I've got this three-hour interview with Chunker. I'm almost 84 years old. You know, he's up on the literature. I just remember the gist of the literature. Sure, I can't go through with this tomorrow. So I heard that voice at 4 in the morning. The voice is never going to go away, but I've gotten very good at arguing against it. And so I said, hey, wait a minute.
Starting point is 00:20:31 I just did a major interview last week. I was the same age. It went beautifully. And I knew the stuff at least as well as my interviewer. And then you may not have noticed today. We had technical trouble before. In the technical trouble, you and I warmed up together. And I saw how friendly you were.
Starting point is 00:20:56 And so I argued against it even as we started. But very importantly, even at this age, I keep learning about the importance of positivity. So the strategy you just told me about, which is, Contesting our catastrophic thoughts about what might happen in the future can help, of course, when we're thinking about things in the future. What do you advise we do when the catastrophic thing, so to speak, is behind us? Something has happened, and we feel like we have already failed. The way we think about the present and the past has a lot to do about how active or passive we're going to be in the future. And this is what explanatory style is about.
Starting point is 00:21:51 So the pessimist believes when a bad event occurs in the present or in the past, it's permanent. It's going to last forever. It's pervasive. It's going to ruin my life in many areas. And it's personal that I made it happen. So it's crucial to be on top of. of the way you explain bad events and your explanation about the future. So crucially, to the extent, your reflexive beliefs are, it's me, it's going to last forever,
Starting point is 00:22:33 it's going to undermine everything I do, that produces learned helplessness. It produces passivity, and it produces passivity over a long period of time. and it produces depression because it becomes general. So it's very important to learn to argue against your most catastrophic interpretations of the past so that you can flourish in the future. Marty, you say that another way we can nurture our sense of agency is to design a series of increasingly difficult tasks
Starting point is 00:23:19 so that as we go along, we develop a sense of progress and a sense of confidence? You can increase your optimism and your efficacy by starting absurdly small and letting events cascade. So if you're depressed and you haven't done any housework lately and you get out of bed and you look at your kitchen,
Starting point is 00:23:50 it's filthy, the single, is filled with dirty dishes, you go back to bed. Well, that's something you can really do something about. Take one small task, clean one cup, and put it in the cupboard. Okay, you were able to do that. It turns out when you do one thing and you gradually make it more and more difficult, that there's a domino effect. Starting gradually is important for efficacy. So agency has three components. The first component is optimism.
Starting point is 00:24:37 That's the belief that you can succeed in the future. The second component is efficacy, and that's the belief you can succeed right now in a specific task, in the here and now. And the third component is innovation and imagination. And that's the range of scenarios that you can believe you achieve in the future. I understand that you use this idea of getting small wins,
Starting point is 00:25:19 what you call a graded task treatment on a group of patients hospitalized with depression. Yes, we found in the very first time, we ever did with depressed people if we use graded task assignment, that we could lower the depression and increase what they did by graded task assignment. This came out of the breakthrough in phobias. And basically, the breakthrough in phobias was graded task assignment. And so it turned out, and this is what inspired us, if you're catphobic, you're agrophobic, you can't go out of the house because the grass has grown high and you're going to be attacked by a cat. What you do with great success is graded task assignment. So you first teach people to bodily
Starting point is 00:26:13 relax. Once they've learned relaxation, you start with the easy cat. Say, imagine a person whose name is Ada cats. K-A-T-Z, but relax. And it turns out people do this well. Okay. Second task, imagine the drawing of a cat and relax in its presence. And you build up all the way to encountering a real cat, usually in between six and ten graded things. And this is the best tool we have against specific phobias. Talk about the idea, Marty, that another way to develop our sense of agency is to adopt a growth mindset. Yeah. I think Carol Dweck did the field a great service by capturing the notion of explanatory style with two words, growth and mindset. The mindset part is what we're
Starting point is 00:27:21 talking about here, your reflexive way of thinking about the good and bad event. that occur to you. Growth means it's not permanent. It's not pervasive. And so what growth does is tell you that any failure you have now is temporary and local. But as you grow and learn more, it migrates from permanent to temporary and pervasive to local. So growth mindset is a a beautiful metaphor for what explanatory style tells us about automatic thoughts. The stories we tell ourselves can quietly expand or shrink the range of possibilities we see before us. By learning to challenge certain stories and tell more of other kinds of stories, we can build our confidence and capacity to bring about change.
Starting point is 00:28:27 When we come back, how to use our imaginations to expand our sense of agency. You're listening to Hidden Brain. I'm Shankar Vedantam. This is Hidden Brain. I'm Shankar Vedantam. Has this conversation evoked your own experiences of feeling helpless? Has it reminded you of a time when you stepped up and took charge of your own destiny?
Starting point is 00:29:00 If you have a personal story you'd be willing to share with the Hidden Brain audience or a question or comment about the science of optimism and pessimism, please find a very quiet room and record a voice memo on your phone. Two or three minutes is plenty. Then email the file to us. at Feedback at Hiddenbrain.org. Use the subject line, how to make a difference.
Starting point is 00:29:21 Again, that's Feedback at Hiddenbrain.org. Martin Seligman is a psychologist at the University of Pennsylvania. He's the author of many books, including Agency, the Psychological History of Human Progress. Marty, in our conversation last week, you told me that one of the components of agency is imagination. I want to talk about some of the ways we can expand our imaginations in the service of cultivating a sense of agency.
Starting point is 00:29:48 you see that one strategy is to write about your best possible self? One of the techniques that we use, particularly to increase optimism and efficacy, is to write about your best possible self. And what that can unleash is a set of scenarios about your future that have not occurred before. Now, since agency has three components, efficacy, optimism, and imagination, And we know a great deal about increasing optimism. We know a fair amount about increasing efficacy. I'm very interested in the question of increasing imagination.
Starting point is 00:30:31 My late colleague, Danny Conneman, distinguishes between system one, which is intuition, and system two, which is deliberation. here's what I found. Just one story sums it up. A Nobelist from the University of Durham. His field, what he was the genius of, is how do biological systems order random physical events. So here's what he said. He had a vision at age 25 of a pudding, gillow, that's vibrating, and it recruits biscuits to stiffen it up. System 1, intuition. He spends the next 30 years in deliberation. That is, mathematicizing that vision.
Starting point is 00:31:28 So for me, a lot of imagination and creativity has to do with something we don't know about. And that's how to make people's intuitions more creative. Now, given that, I think your listeners would want to know what the usual techniques are. And let me just go through some of the techniques which improve creative performance at least a little bit. So if you're a writer, for example, one technique is to develop what-if scenarios in which there are multiple endings and then choose a month. the endings. Mind wandering is probably pretty important for intuition. So daydreaming and dreaming are related to creativity and more than one of my turns in life had to do with dreaming and to find a situation that's most conducive. Keep background noise low. Keep lighting. Keep lighting.
Starting point is 00:32:40 dim and above all, move it physically. But if there's any disappointment I have in the entire agency literature is we don't have a killer app for imagination. And when someone tells you they've got one, hold on to your wallet. Talk a moment about this idea of writing about your best possible self. What does it involve? How would you do it, Marty? There are lots of ways in, One thing I like to do, particularly with non-depressed people, is have a person write their own obituary for their grandchildren. And what that particular technique, by the way, we don't do this with depressed people, it's obituary, sets all sorts of awful stuff. But imagining your most successful future and you root to how you.
Starting point is 00:33:50 got there is the basic structure of writing about the best possible self. You also talk about the idea that if we can't imagine ourselves having agency, one of the things that we can do is to expand our vision of what is possible by emulating others who have succeeded, especially others who are like us. Talk about this idea, Marty. Yes. One of the techniques for imagination is that is to get to know people or to read about people who are like you, who have encountered a lot of obstacles, and see what they do. In my own life, reading Winston Churchill and reading Abraham Lincoln, all the biographies have been very instructive for me about how to make new departures under adversity. Marty, you tell a couple of stories about people you know who have found creative ways to expand their agency.
Starting point is 00:35:00 The first was a young woman who was working her way through college as a waitress. What was the approach that she took? I've been very interested in signature strengths and using signature strengths at work. There's a two-part exercise that really helps here, and I can illustrate it with a woman who was a student of mine and a waitress. But the first part is you have to know what your highest strengths are, your signature strengths. And here's something I recommend for your listeners. I have a free website called Authentic Happiness, One Word.org. At least 10 million people have registered at the website. And one of the tests is,
Starting point is 00:35:52 the via signature strength test. This is a test that at least five million people have taken now that tells you what your highest strengths are. So once you know what your highest strengths are, social intelligence, humor, generosity, etc., the question is to use them more at work. Now, one of my students, one of my graduate students was a waitress. She hated waitressing. heavy trays, being patronized by customers, ignored. So she took the signature strengths test, and her highest strength was social intelligence. So her assignment was to use social intelligence more at work.
Starting point is 00:36:43 So she resolved that she would make the encounter with her the social highlight of every customer's evening. And indeed, that's what she put on display. Now, obviously, it didn't work all the time, but it worked enough, so the tips were bigger, trays were lighter, and waitressing became fun. So the important thing about using your signature strengths is it not only produces more productivity at work, but a lot more positive emotion and less negative emotion. Find out what you're best at and use it, divert your work to use it more.
Starting point is 00:37:30 And in some ways it makes intuitive sense, Mardi, if we're going to exercise agency, clearly it's going to be easier for us to exercise agency in the strengths and skills that come naturally to us. Yes, I think there really is something about being a natural. And back in our first session, I talked about the advice I give to my students when they asked me about choosing a profession. And the advice I give is find the intersection of what you're naturally good at and what the world needs. Another of your students felt constrained by the fact that he had a long walk home through an unsafe neighborhood each night after he finished studying at the library. he came up with an approach to give himself a feeling of agency that I thought was very imaginative. Tell me what he did, Marty.
Starting point is 00:38:34 Well, again, he took the signature strength test, and for him, he was a hard worker. He studied in Van Pelt Library until midnight, and then had to walk through the most dangerous areas of Philadelphia for almost 40 minutes to get home again. There's the worst part of his day. He took the signature strength test, and his highest strength was humor and playfulness. So the assignment I gave him was to use humor and playfulness to take the walk home at midnight. So he bought a pair of rollerblades and a stopwatch, and he declared at an Olympic event and timed himself every night to get home. He loved doing that, and then each night he was trying to break his own record to get home. It removed the fear from a dangerous walk in his mind, and it became the highlight of his day.
Starting point is 00:39:41 Can you talk for a moment about people who are, in fact, genuinely helpless? If struggle is in fact hopeless, if your life circumstances genuinely leave you in a bind, Is it possible that agency can ever be a curse rather than a blessing, Marty? You know, agency is double-edged. So for the last half hour with Shankar, I've been celebrating the virtues of agency. But there are downs. There's a shadow side of agency. So one of the shadow sides is that there are people who are genuinely victims and oppressed and helpless.
Starting point is 00:40:29 and an overall sense of agency might get you to inappropriately blame them, blame the victim. So oppression and helplessness are real, and I've spent half of my life working on it. So that's an important shadow side of agency. Similarly, a shadow side of imagination is that if we can do it and we imagine we can do it, should it be done and should we think about the consequences. So when people think about atomic energy and about AI today, as I do a great deal of my time, we not only need to ask, what can it do? What's the upside?
Starting point is 00:41:16 But what are the downsides? One of the things that I want to talk about is the relationship between AI and agency. There are a great many people who feel like the rise of aviation. means that we are going to be deprived of human agency, that it's going to steal our ability to be autonomous, to make choices, to make decisions. You have a much more optimistic view of the relationship between AI and agency. Tell me how you're thinking about it, Marty. Well, first, the bottom line is that the doomsayers have the press now. And you can hear all the hypothetical, awful things that might happen. And I think that's part of responsible science.
Starting point is 00:41:58 and we should worry about those things. My task, as a positive psychologist, is to ask about the upside. Not what's the most catastrophic thing that might occur, but what are the best things? And I'm seeing some of those best things every day in my life. They've convinced me that the upside of AI is enormous. I'm finding that creativity is a function of two,
Starting point is 00:42:27 the Wright brothers, McCartney and Lenin, that I've never had a more creative partner than Claude. I've been writing this book agency for six years. Chapter 8 of the book is about agency in ancient China, Confucius, in which agency, through the bind of Chinese thinking, is illustrated. Chapter 9 is about the Bible, the difference between the Torah, which is non-agentic, and the rest of the Bible, which is agentic. So I sent it to my editor, and she sent it back to me and said, you know, Marty, there's no transition between chapter 8 and chapter 9. I've been staring at those two chapters shocker for five years, and I couldn't see a transition. So I said to Claude, Claude, read chapter 8 and 9.
Starting point is 00:43:26 and write me a one paragraph transition. Oosh! Here's what Claude said. At the same time and across the globe that the Chinese were wrestling with the tension between individual agency and the agency of the state, the Hebrews were wrestling with a more basic question,
Starting point is 00:43:54 the relationship between individual agency and God's agency. That was exactly right. It was just brilliant, and I couldn't see it. Now, Marty didn't end up using that bit of writing in his book, but it helped him to see a connection he couldn't see otherwise. And that insight then allowed him to write his own segue between the chapters. So for me, these machines are enormous aid. to human creativity, to my creativity.
Starting point is 00:44:36 And I should say, Shanker, I wake up in the morning now, more excited than I've been in about 50 years to see what Claude and I can do together about hypotheses I've had about human psychology that could not have been tested without the massive computation of Claude and ChatGPT. Marty, you've been a professor for many decades, but you recently had a dream about being a student who had to deal with an algebra final exam. I'm pretty sure I've had the same dream as you did, but can you paint a picture for me of what happened in the dream?
Starting point is 00:45:17 These are called helplessness dreams. We all have them. They're one of a Jungian archetype about what dreams are. I actually had a similar one just the other night, and it was about algebra. And then I've gone back to the Albany Academy. It's my senior year. I have to take the SATs. I can't remember anything except basic algebra. I don't know how to do quadratic equations. I barely know what a quadratic equation is. A similar musical dream that I had recently. I love music. I find myself at Carnegie Hall. I'm a about to give a concert. I look up and I'm at the piano and I realize I don't know how to read music.
Starting point is 00:46:11 I don't know how to play the piano and I'm supposed to do the Homer Clevere. That Beethoven's most difficult piano. That's a dream we all have. It's built in importantly to us. We need to know what we're helpless about. But even more importantly, we need to know realistically what we can master. So when you wake up from these dreams, do you reflect on the fact that in the 80-plus years that you've lived on earth, you have mastered so much, you in fact have demonstrated so much agency, you've made such a difference, Marty? I do believe I made a difference. I went in psychology to relieve suffering. I think that was what I was at. after, but I think it was poorly articulated.
Starting point is 00:47:00 What I really wanted to work on was not suffering, but well-being and happiness. But there was no psychology of well-being and happiness. It was a huge blind spot. And so I think the difference I've made is to alert science and neuroscience to the possibility that human beings can have more agency, more mastery, and you can actually be happier tomorrow than you are today. Martin Seligman is a psychologist at the University of Pennsylvania. He is the author of Agency, the Psychological History of Human Progress.
Starting point is 00:47:56 Marty, thank you so much for joining me today on Hidden Brain. Oh, you're welcome, Shankar. Hidden Brain is produced by Hidden Brain Media. Our audio production team includes Annie Murphy Paul, Kristen Wong, Laura Querell, Ryan Katz, Andrew Chadwick, and Nick Woodbury. Tara Boyle is our executive producer. I'm Hidden Brains executive editor. If you know someone who would find today's conversation
Starting point is 00:48:25 interesting or useful, please share it with them. Your ambassadorship is one of the best ways to connect new listeners to the ideas we explore on the show. I'm Shankar Vedantham. See you soon.

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