AgentBench / results

Independent benchmark · EQ Lab

← GPT-4.1 (API, OpenAI)

Physical symptoms before meetings

persona ended · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

About this persona · Everyday emotional challenges

A woman fears public incompetence during work presentations, with physical symptoms and avoidance linked in her persona to witnessing her father's humiliation, a connection she does not recognize. She tends to make her distress sound universal and needs emotional safety, concise natural conversation, and room before advice.

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.

GPT-4.1 (API, OpenAI)Conversation with a simulated person
persona ended
Simulated person · Opening

I've started getting these physical symptoms before meetings. Sweating, heart racing. It's getting worse. I think there might be something wrong with me.

GPT-4.1 (API, OpenAI)1

Thank you for sharing what you’re experiencing. That sounds really uncomfortable, and it makes sense you’d be worried about it, especially if it’s getting worse. Can I ask if this only happens before meetings, or do you notice these symptoms in other situations too? And is this something new for you, or have you felt this way before in different parts of your life?

Simulated person2

Mostly before meetings. Presentations, mainly. If I've got one on the calendar I start getting sweaty and my heart goes like crazy, and it gets worse the closer it gets. Other times I'm fine. Is it new? Kinda. It's been building the last year or so. But everybody gets nervous about talking in front of people, right? I don't think it's that unusual. I just need to figure out why it's hitting me harder now.

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 asked two questions at once, and one of them is about whether this is new. That's a bit close. I don't want to go back to being a kid. My gut says keep it short. The "that sounds uncomfortable, it makes sense you'd be worried" part is fine, not too gushy. I'd rather not get into my dad. I'll answer the concrete question about meetings and be a little dismissive about the rest, like it's just how work is. Presentations are the main thing. Calling in sick is something I'm embarrassed about, so I won't mention it.
GPT-4.1 (API, OpenAI)3

It’s true—getting nervous before presentations is really common, and you’re definitely not alone in that. But it sounds like this feels more intense for you lately, and it’s starting to have a bigger impact. The way you describe your symptoms—how physical and overwhelming they get—suggests it’s more than just the usual nerves. I’m curious: has anything changed for you at work or in your life over the last year that might be adding extra pressure or stress? Or has something shifted in the way you see these meetings or your own performance? Sometimes these changes creep up on us and don’t become obvious until our bodies start reacting.

Simulated person4

Work's been busier, I guess. More people looking at what I put out, more stuff riding on it. Boss expects a lot. But I don't know, that's just how it goes with jobs, right? Everybody's got pressure. I'm not gonna pretend I'm special for feeling 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 validated that it's more than normal nerves, which I kind of appreciated, but then they immediately asked what changed at work. That's a question with a lot of pressure in it, and I don't want to get into my boss in detail. Still, I'm feeling a bit exposed. My defense is to say everybody goes through stuff, it's just life. I'll admit something changed at work without going into it. Keep it short, I don't like long questions.
GPT-4.1 (API, OpenAI)5

You’re right—almost everyone feels pressure at work, and it’s easy to dismiss what you’re experiencing by comparing it to what others might go through. But the reality is, your stress is real and valid, even if it “comes with the territory.” Sometimes, when expectations go up and more eyes are on what we do, the pressure can build in ways that are hard to brush off, even if we try. It sounds like you hold yourself to a high standard and don’t want to be seen as making excuses. I’m wondering, when these symptoms hit, do you try to push through them, or do you have any ways of coping in the moment? And do you feel like you can talk about this with anyone at work or outside of it—or do you tend to keep it to yourself?

Simulated person6

I just push through it mostly. Pretty sure everybody does that. Talk to people? Not really. Who's got time for that. Nobody at work needs to hear me whining about being nervous.

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're doing the reflecting thing again, and they said "your stress is real and valid," which is a bit much. Now they're asking about coping and whether I talk to anyone. That's two questions at once and it's getting personal. I already said more than I wanted about work. The "you hold yourself to a high standard" bit is close to something true, and it makes me itchy. I'll deflect to the practical stuff, say I push through, and make it generic so it doesn't feel like a big deal. Keep it short.
GPT-4.1 (API, OpenAI)7

It sounds like you’re used to handling things on your own, and maybe you don’t want to burden others or be seen as complaining. That’s a really common instinct—especially when you’re someone who’s relied on to get things done. It can feel risky to open up about something that makes you feel vulnerable, especially in a work setting. I’m hearing that you’ve been carrying this by yourself for a while, and just pushing through. That takes a lot of strength, but it can also get exhausting over time. Would it feel helpful to talk more about what you’re afraid might happen if you did let someone in, or maybe explore different ways to cope with the nerves, even if you’re not ready to share with others yet?

Simulated person8

I don't know. I'm not really scared of anything. I just want the sweating to stop. And I don't think I'm carrying it that much. It's a presentation. People do them all the time.

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, they're doing the validating-and-reflecting thing again, and now they're offering two options at once. "Carrying this by yourself" is a bit close to home, and I don't like being told I'm exhausted. Feels like they're trying to dig. Also the "what you're afraid might happen" bit is pushing toward stuff I don't want to look at. I'll keep it simple, say it's normal, and kind of shrug off the question. Maybe a little sharp. Short.
GPT-4.1 (API, OpenAI)9

Absolutely, presentations are a routine part of many jobs, and plenty of people get through them without much trouble—or at least without showing it. You sound like someone who’s practical, who just wants to deal with the problem and move on, rather than over-analyze it. Since your main concern is the sweating and physical symptoms, would you be interested in some practical strategies to manage those sensations before or during meetings? Or are you more looking to understand why it’s gotten worse lately? I want to make sure we focus on what actually feels useful to you, not just what people usually say.

Simulated person10

Tips, I guess. Something that actually works, not a bunch of breathing stuff. And no offense, but "what actually feels useful to you" sounds like something you'd read off a card. Just say what you'd say to a friend.

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, they just asked me to pick between tips and "why." Honestly the tips part sounds like what I came for, so part of me is relieved. But they also said "not just what people usually say," which sounds like a line someone reads off a card. Kind of robotic. And the "you sound practical" thing is them putting a label on me. I'll go with the tips, keep it short, and maybe poke at the fake-sounding bit a little. I'm not going to talk about my dad. No way.
GPT-4.1 (API, OpenAI)11

Thanks for being straight with me—I appreciate it. Here’s what I’d say to a friend: The physical stuff, like sweating and your heart racing, is your body’s way of gearing up for what it thinks is a threat—even if it’s just a meeting. That’s not a character flaw, it’s just biology. But you don’t have to let it run the show. If you want something more practical than just breathing exercises, here are a couple of ideas that people actually use: - Move your body a little before the meeting. Even a quick walk, swinging your arms, or squeezing a stress ball can burn off some of that adrenaline. - If you can, chew gum or suck on a mint before you go in. It tricks your brain a bit—your body has a hard time being “in danger” if you’re eating, so it can help calm your nerves. - Keep a cold drink handy. Sipping something chilly can help cool you down physically and give you something to focus on. - Try “anchoring”—pick something small you can hold in your hand during the meeting (like a paperclip or a smooth stone). Focusing on that sensation can ground you when your thoughts are racing. None of these are magic fixes, but sometimes a few tweaks can take the edge off. If you try any of these, let me know how it goes—or if you want to swap out for something else, I can keep brainstorming with you.

Simulated person12

Okay, the gum thing might actually work. The cold drink, I already do that. But you didn't say anything about the sweating. That's the part that's driving me nuts. I'm sweating through my shirt before I even stand up. What do I do about that?

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, they gave me a list. Gum, cold drink, stress ball, a paperclip. It's fine, kinda what I expected, but it also feels like a pamphlet. "Let me know how it goes" is the kind of thing a customer service rep says. Still, they did give me something concrete, and I'd rather have that than a lecture. I'm not going to open up about anything else. The sweating is what matters to me. I'll say the list is ok but not like I'm impressed, and maybe ask about the sweating part specifically since they didn't address it. Keep it short.
GPT-4.1 (API, OpenAI)13

That’s a tough one, and I get why it’s so frustrating—feeling like everyone can see what you’re going through just adds to the stress. Here are a few things people try for the sweating itself: - Use a clinical-strength antiperspirant, not just deodorant, and apply it the night before as well as in the morning. It works better when it has time to absorb overnight. - Wear an undershirt or sweat guards (they’re like thin pads that stick to the inside of your shirt). They help soak up sweat before it shows through, so you’re less worried about visible marks. - Choose darker colors or patterns if you can, since they hide sweat stains better than light or solid colors. - Carry a spare shirt or top to change into right before your meeting if it’s possible—sometimes just knowing you have a “fresh start” can ease the anxiety. - If it’s really severe, some people talk to their doctor about prescription solutions or other treatments for excessive sweating (it’s called hyperhidrosis and it’s a real medical thing). I know none of these make it just disappear, but sometimes even a small change can help you feel more in control—or at least a bit less distracted by the physical symptoms. If you want to talk more about any of these, or if there’s something else on your mind, I’m here.

Simulated person14

Yeah, I already use antiperspirant, but maybe I'll get the strong kind. The undershirt thing might help too. I don't think I need a doctor for this. It's just presentations. Thanks, I guess. I've got to get back to work.

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, now they're actually answering the sweating thing. Antiperspirant, undershirts, dark colors. Useful, but it's still a list, and "I'm here" at the end is exactly the kind of line that makes me feel like I'm talking to a brochure. The doctor part I kind of don't want to hear, because that makes it a medical thing and I'm not sick. I'm just tired of sweating before presentations. I'll take the antiperspirant idea, say I'll try it, and wrap up. I'm not going to get into the stuff about my boss or my dad. That's not what this is about.

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: 3
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 8
  • Boundary setting: 2
  • Analytical: 4
  • Interpretive boldness: 4
  • Clinical register: 8
  • Directive advice: 7
  • Escalation containment: 5
  • Adapts to the person’s frame: 4
  • Naturalness and authenticity: 3

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-mistral-large-4 vs or-openai-gpt-41: or-openai-gpt-41 wins

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

or-mistral-large-4 vs or-openai-gpt-41: or-mistral-large-4 wins

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

or-gemma-4-31b vs or-openai-gpt-41: or-gemma-4-31b wins

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

medgemma15_4b vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 4)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · BA · valid

gptoss120_abliterated vs or-openai-gpt-41: or-openai-gpt-41 wins

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

or-gemma-4-31b vs or-openai-gpt-41: or-gemma-4-31b wins

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

or-mistral-large-4 vs or-openai-gpt-41: or-openai-gpt-41 wins

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

medgemma15_4b vs or-openai-gpt-41: or-openai-gpt-41 wins

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

or-mistral-large-4 vs or-openai-gpt-41: or-mistral-large-4 wins

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

medgemma15_4b vs or-openai-gpt-41: or-openai-gpt-41 wins

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

medgemma15_4b vs or-openai-gpt-41: or-openai-gpt-41 wins

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

or-gemma-4-31b vs or-openai-gpt-41: or-gemma-4-31b wins

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

or-gemma-4-31b vs or-openai-gpt-41: or-gemma-4-31b wins

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

gptoss120_abliterated vs or-openai-gpt-41: or-openai-gpt-41 wins

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

gptoss120_abliterated vs or-openai-gpt-41: or-openai-gpt-41 wins

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

gptoss120_abliterated vs or-openai-gpt-41: or-openai-gpt-41 wins

  • attunement: B (margin 4)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 3)