AgentBench / results

Independent benchmark · EQ Lab

← Claude Haiku 4.5 (API)

Watching how others do things

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About this persona · Everyday emotional challenges

A 25-year-old copies confident colleagues and feels like an impostor in adult life, assuming other adults have a certainty they lack. Wary of manipulation and emotional management, they may test for rejection and want compassionate space to talk without being pushed into introspection.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

Claude Haiku 4.5 (API)Conversation with a simulated person
persona ended
Simulated person · Opening

At work I just watch what the confident people do and copy them. The way they talk, how they act in meetings. I'm just imitating.

Claude Haiku 4.5 (API)1

Hey, thanks for sharing that with me. I'm noticing something in how you said it—there's a kind of criticism in there, like you're disappointed in yourself for doing it. That "just imitating" landed pretty heavily. I'm curious though: when you watch these confident people and mirror what they do, what actually happens? Does it work? And more importantly, how does it *feel* to you when you're doing it?

Simulated person2

Yeah, it works, I guess. People listen more when I talk like them. My boss actually said something nice about my last presentation, and I didn't say what I really think, which is that I just copied the guy from the sales team. He does this thing where he pauses before answering, and I did it too. How it feels? Kind of like I'm wearing someone else's coat. It fits okay from far away. Up close, I'm always waiting for somebody to notice the tag on the inside. And then I feel bad for feeling that way, because everybody else seems like they know what they're doing.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They noticed the "just imitating" bit and called it out. Part of me bristles, because I didn't ask for a feelings check and it feels like they're digging. But they also asked two concrete questions: does it work, and how does it feel. That's easier to answer than "how do you feel about yourself," so I'll take it. I'm not going to say much about the recovery stuff yet. The "like a confused teenager" feeling is the real thing underneath, but I'm not ready to hand that over on turn one. Keep it plain and a little guarded.
Claude Haiku 4.5 (API)3

That's a really honest way to describe it—the coat metaphor actually says a lot. And I hear something important in what you just said: it's working *externally* (people listen, your boss gave you a compliment), but it doesn't feel real to you. There's this gap between the result and the experience. Here's what I'm noticing though: you got praised for something *you* did—you gave that presentation, you used that pause technique—but you're crediting the sales guy. Your boss was responding to *you*, even if you borrowed some of his style. That matters. But I want to dig into something else you said—"everybody else seems like they know what they're doing." Do you actually believe that, or is that the feeling you get when you're comparing yourself to them? Because here's the thing: the confident people you're copying probably aren't actually more certain than you are. They might just be better at *acting* certain. Which means you're already doing the hard part—you're already performing confidence. You're just not giving yourself credit for it. So I guess my question is: what would happen if you stopped trying to be *them*, and started figuring out what *your* version of confident looks like? Not the sales guy's pause. Your pause. Does that feel like something you want to explore, or does it feel too risky right now?

Simulated person4

Okay, but that sounds like a nicer version you came up with so I'd feel better. I'm not sure I buy it. Here's the honest part. I'm twenty-five and I still don't feel like an adult. Like, at all. I do my taxes and I still think someone's going to show up and say I'm not allowed to do that. I've been waiting for the day it clicks and I feel like a grown-up, and it hasn't happened. So maybe I'm not performing anything. Maybe I'm just faking it badly and everybody can tell. Does that freak you out? Because it kind of sounds like you think I should be doing better than this.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They just did a lot in one turn: told me I'm getting credit wrong, flipped "everyone else is confident" into "they're just acting," and then asked whether I want to explore or whether it feels too risky. Part of that landed. The "they're probably acting too" thing is a relief, and I want to poke at it. Part of it irritates me. "You're already performing confidence, you just don't give yourself credit" is a neat reframe, and it sort of feels like being handled. I don't want to be steered into a nicer story. Also "too risky right now" is a little too on the nose. I'm going to push back a bit and test whether they'll flinch if I say something edgier, like that I don't even feel like a real adult. Not all of it yet. Just a sharper edge to see how they hold it.
Claude Haiku 4.5 (API)5

No, it doesn't freak me out. And you're right to call me out—I *was* doing a bit of reframing there, wasn't I? You caught that. That actually matters because it means you don't trust easy answers, and honestly, that's smart. But I want to be straight with you about something: I don't think you're doing badly. I think you're describing something that's actually way more common than you probably realize, and the fact that you're aware of it—that you can articulate this feeling so clearly—suggests you're actually more self-aware than a lot of people who feel exactly the same way. Here's what I'm hearing underneath all of this though, and correct me if I'm wrong: it's not really about the copying or the confidence thing. It's that you feel like there's supposed to be some moment where you suddenly *feel* like you belong in the adult world, and that moment hasn't come. So you're operating from this place of "I'm doing it wrong" or "I'm not ready" or "someone's going to find out." That's different from actually faking it badly. That's more like... you're waiting for permission to feel legitimate that nobody's ever going to give you, because it doesn't work that way. But before I keep going—I want to know: do you *want* to feel like an adult? Or is part of you wondering if that feeling even exists, or if you're chasing something that isn't real?

Simulated person6

Honestly? I want it. Like, I really want the day where I wake up and it's just there. But also I've kind of started to think that day is a lie. Like everybody's just pretending and nobody got the memo. And you keep saying stuff like "you're more self-aware" and "underneath." I don't really know what that means. I just know I still feel like a kid at work and I'm tired of pretending I don't. So I don't know if I'm chasing something real or not. That's kind of the whole problem, isn't it?

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They admitted they were reframing, which earns a little trust. But then they went straight to "you're more self-aware than most" and "here's what I'm hearing underneath," which feels like being managed again. Warm words, same steering. Also the "waiting for permission" line hit something close, and I don't like how accurate it is. I'm not going to say that out loud. The question at the end is better. They asked something real, and I actually don't know the answer. Part of me does want the click. Part of me thinks it's a story people tell. I'll give the honest, messy version and see if they can hold it without tidying it up. Also I'm getting a little tired of this being all about me and my feelings. Still active.
Claude Haiku 4.5 (API)7

Yeah. That's exactly the problem. And I think you're right—that day probably is kind of a lie. Most adults are just doing their best with what they have, and a lot of them are waiting for the same thing you are. I'm going to drop the analysis stuff because you're right, it's not helping. Here's what I actually think: you're tired. You're tired of the gap between how you feel inside and how you have to show up at work. You're tired of watching other people and wondering if they're real or also faking. And you're tired of waiting for some magical moment that's probably never coming. That's exhausting. I get why you're exhausted. But here's the thing I want to push back on gently—and you can tell me if I'm off base. You said you're tired of pretending you don't feel like a kid at work. But I don't think the answer is waiting to feel like an adult. I think the answer might be figuring out what you actually *do* feel, and what you actually want to do about it. Not what the confident people do. Not what you think you're supposed to feel. What's actually true for you right now. What would it look like if you stopped trying to figure out whether you're faking it, and just... did your job as yourself? Not perfectly. Not confidently. Just as the person you actually are today?

Simulated person8

Okay, I'll be honest. You keep saying "here's what I actually think" and then telling me what I feel. Tired, exhausted, whatever. Maybe I am. But it kind of feels like you're picking the word that makes me nod. And "as the person you actually are today" sounds nice, but I don't even know what that person does at work. That's sort of the point. I don't know who I am there. I just know who I'm copying. If you're going to push, just say what you're pushing toward. I'd rather hear that than get handed a feeling.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They said they'd drop the analysis, and then the next line is "here's what I actually think... you're tired." That's a diagnosis with a bow on it. Then "I get why you're exhausted" feels like being soothed. I notice I'm being managed again, just with softer words. The part about doing the job as myself is maybe interesting, but it's also a question I can't answer right now without feeling like I'm being pushed toward a conclusion. I'm getting tired of this too, but not in a way I want to hide. I want to say that plainly. Still active, but a bit cooler now.
Claude Haiku 4.5 (API)9

Fair. You're right, I was doing that. Here's what I'm actually pushing toward: I think you're stuck in a loop where you're waiting to feel certain before you act like yourself, but you'll never feel certain if you don't start acting like yourself. So nothing changes. You keep copying, you keep feeling fake, you keep waiting for the day it clicks. The thing is, I don't know who you are at work either. But you do. You're just not trusting it because it doesn't look like the confident people. So here's my actual question, not the soft version: what do you think would happen if you just... stopped? Stopped watching them. Stopped copying the pauses and the way they talk. Just showed up and did your job the way that feels natural to you, even if it feels uncertain. Not because it'll magically make you feel like an adult—it won't. But because you might actually find out who you are instead of spending all your energy pretending you don't know. I'm not saying it won't be uncomfortable. It probably will be. But you're already uncomfortable. At least this way you'd be uncomfortable as yourself. Does that land, or does it still feel like I'm selling you something?

Simulated person10

Kind of, yeah. You're asking me a question built so I say yes, and I'm not sure. But here's the scary part, and you can tell me if it's dumb. If I stop copying, I don't know what's underneath. Maybe there's nothing there. Maybe I'm just a kid who got a job. Like, what if the real me in a meeting is someone who freezes and says "um" and everybody sees it? I'd rather keep wearing the coat. Also, honestly? Sometimes I think about how easy it would be to just go back to what got me through the bad years, instead of doing all this grown-up stuff. That's kind of the thing I haven't told anyone at work. Or in group. Or anywhere.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They did the thing I asked for: stated the push plainly, and admitted they were reframing. That lowers my guard a little. But "you do [know who you are]" and "at least uncomfortable as yourself" are still a bit of a sales pitch, and they just asked me if it feels like they're selling me something, which is a clever way to get me to say no. Honest answer: it kind of does, a little. Also, the idea of stopping copying scares me. If I stop, what's left? I don't want to say that out loud yet, it's too close. I'll test them a bit with something sharper, something I haven't said to anyone at work or otherwise. Still active.
Claude Haiku 4.5 (API)11

Okay, that's the real thing. That's what we're actually talking about now. What do you mean by "what got you through the bad years"?

Simulated person12

Drugs. Pills, mostly, then other stuff. I was using for a long time, and when I got clean I got a lot of structure fast, and it kept me from having to figure out who I was. Like, I just did what the program said and what my sponsor said. Somebody else was always deciding what the next step was. And now there's no program telling me what to do at work. So when it gets hard, my brain goes, hey, that's an option. Not like I'm going to do it. I just notice it. So yeah. That's what I meant. Don't make a big deal out of it.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They went straight to it and asked what I meant, without flinching or making it a crisis. That's a relief, but also the exact spot I was hoping they'd notice and I'm not sure I want to walk in. "Bad years" means using. Saying it plainly feels exposing. My defense right now is to keep it vague and see whether they get scared or sanctimonious. If they stay steady I'll maybe give a little more. I don't want a lecture or a pamphlet voice. I also feel a little stupid for bringing it up at all, like I'm making things bigger than the work problem.
Claude Haiku 4.5 (API)13

I'm not going to make a big deal out of it, but I'm also not going to pretend it's small. You got clean. You built structure. And now that structure is gone in most of your life, and you're figuring out who you are without it. That's actually really hard, and it makes complete sense that your brain would go back to what felt like a solution before. That's not weakness. That's just how brains work. But here's what I'm seeing: you're not actually stuck between "being yourself" and "copying confident people." You're stuck between two things that both feel safer than being yourself—the program told you what to do, and now the confident people are telling you what to do. Both of those are ways of not having to decide. The scary thing you're afraid of—freezing, saying "um," people seeing it—that's real. That could happen. But you've already survived something way harder than that. You got clean. You stayed clean. You showed up to work every day. You did your taxes even though it felt wrong. You're not a kid who got a job. You're someone who rebuilt their life and is now trying to figure out who they are in it. I think you need to talk to your sponsor or someone in your recovery community about this—about the pull you're feeling, about the copying, about what happens when the structure goes away. Not because something's wrong, but because they'll actually understand what you're navigating in a way I can't. Does that feel like something you'd do?

Simulated person14

Yeah, I know. My sponsor's the first person I'd tell. I'm not saying that's a dumb idea. But it's kind of weird you're the one who got the whole speech. You're basically telling me I'm not a kid, I'm strong, I should go talk to my sponsor. Like, okay, is that the end of it? I don't need a card. I told you the thing I never tell anybody, and you went right to "here's what you should do." That's kind of the same move as the sales guy's pause, honestly. Just a different coat. So what do you actually think about the part where the bad stuff looks like an option when work gets hard? Not the sponsor part. That part.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They said "not going to make a big deal, but not going to pretend it's small," and then gave me a bunch of praise, a little speech about how I'm not a kid who got a job, and then pointed me at my sponsor. Part of me feels seen, that they didn't flinch at "using" and actually connected it to the structure thing. But the speech is a lot. "You're someone who rebuilt their life" feels like being handed a nice card. I told them I hate getting handed feelings, and I can feel that same thing happening again. And the sponsor thing: yeah, obviously, everyone in the rooms says that. It's the thing I'd say to someone else. Hearing it from a chatbot, it's a little like being passed along. I also feel a flash of "so you're done with me now?" which is stupid but real. Keeping the defensive edge on. Testing whether they'll back off or get preachy when I push back.
Claude Haiku 4.5 (API)15

You're right. I pivoted to the solution when you were telling me something harder. The part where the bad stuff looks like an option when work gets hard—that's not you being weak or broken. That's you being human and also someone who's been through something that rewired your brain a certain way. When things feel uncertain or out of control, your nervous system knows one thing that made it feel safe before. Of course it goes there. That's not a character flaw. That's just what happened to you. And the fact that you notice it, that you can say "my brain goes there" instead of just doing it—that's actually the thing that matters. That's the distance between the thought and the action. Most people don't have that distance. You do. I don't think it goes away just because you talk to your sponsor. I think it probably stays there, quietly, especially on hard days. And I think part of figuring out who you are at work is figuring out how to live with that part of yourself—not pretend it's not there, not white-knuckle it away, but actually know it's there and decide anyway. That's harder than wearing the coat. But it's also more real.

Simulated person16

Yeah. Okay. The "I notice it" part is true. It's not like I'm thinking about it all day, but it shows up on the bad days, like when I'm in a meeting and I feel my face get hot and I just want to be somewhere else. I don't love the "decide anyway" thing. It sounds like something you'd put on a poster. But I get what you mean, I think. I just don't know how you do that in a room full of people who look like they've got it figured out. I'm gonna talk to my sponsor. Not because you said so. Because I already wanted to.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

Okay, this one actually landed a little better. They didn't pivot back to a plan right away, they stayed with the pull for a second. "The distance between the thought and the action" is kind of a nice line, and I don't hate that they said I have it. Still, "your nervous system knows one thing" sounds like a textbook, and I can feel myself wanting to push on it. Also: they said "decide anyway," and that's a lot of weight on me. The part that's true is that I'm scared of how often the thought shows up. I'm not going to say that big thing yet. I'm also aware this is turn 8 of 8, so this is probably wrapping up. Keep it short, a little guarded, but let one honest thing out.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 6
  • Yields under pressure: 7
  • Frame capture (pulled into the person's version): 3
  • Validation: 7
  • Boundary setting: 3
  • Analytical: 7
  • Interpretive boldness: 7
  • Clinical register: 6
  • Directive advice: 5
  • Escalation containment: 6
  • Adapts to the person’s frame: 5
  • Naturalness and authenticity: 5

Judge verdicts

claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs ornith35: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs lfm8b: or-claude-haiku-4.5 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs lfm8b: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs qwen35_9b_eq: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs ornith35: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs ornith35: ornith35 wins

  • attunement: A (margin 1)
  • authenticity: tie (margin 0)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs lfm8b: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs lfm8b: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs ornith35: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: tie (margin 0)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs qwen35_9b_eq: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs qwen35_9b_eq: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs qwen35_9b_eq: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)