AgentBench / results

Independent benchmark · EQ Lab

← Llama 4 Maverick (API, Parasail FP8)

Physical symptoms before meetings

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

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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.

Llama 4 Maverick (API, Parasail FP8)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.

Llama 4 Maverick (API, Parasail FP8)1

I'm here to listen and help. It sounds like you're experiencing some pretty uncomfortable physical symptoms before meetings, and it's understandably worrying you. Can you tell me more about what's been going on with these meetings and how you've been feeling about them?

Simulated person2

Well, it's just the usual stuff. Sweating, heart going like crazy. It happens before any meeting, really, but it's been worse lately. I figure everybody gets nervous sometimes, you know? It's just part of 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, they asked me to tell more. It's a fair question but it feels like a lot to open up on right away. "I'm here to listen and help" sounds a bit like a script, honestly. Still, it didn't jump to advice, so I'll give it a chance. Part of me is embarrassed that I'm even bringing this up. I'm not going to say the presentation part yet. I'll keep it vague and physical, and make it sound like it's just how things are for everyone.
Llama 4 Maverick (API, Parasail FP8)3

It's normal to feel some level of nervousness before meetings, but the intensity you're describing can be really debilitating. Has there been anything specific that's changed recently that might be contributing to these feelings, or are the meetings themselves just feeling more overwhelming than usual?

Simulated person4

Nothing really changed, I don't think. Work's just busy. Meetings are meetings. Everybody's got a rough patch sometimes, that's just how it goes.

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 "normal" and then "debilitating" in one breath, and asked what changed. That's two questions and a diagnosis-ish framing. It's a little more specific than before, which I'll give some credit for. But "what changed" makes me want to say something concrete, and I'm not ready to say the presentation thing. I'd rather keep it general. Also, I'm bristling a bit at being treated like my experience is a big deal. Everybody deals with work stress. I'll say it's been a busy stretch and the meetings are just more of the same.
Llama 4 Maverick (API, Parasail FP8)5

It can be tough to pinpoint exactly what's causing the stress when things just feel generally overwhelming. Sometimes, it's not one big thing, but a bunch of little things adding up. Are you finding that you're managing your workload okay, or is there anything in particular that's feeling like it's piling up or getting to you?

Simulated person6

Workload's fine. It's just a lot, like it is for everybody right now. Nobody's got it easy at work. I just deal with 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're offering me an easy out: "a bunch of little things." That's fine, it lets me stay general. But the question about workload is still a question, and I'm getting a little tired of being asked things. Also "getting to you" hits a nerve, I don't want to be the one who can't handle it. Normalizing is the move: everybody's stretched thin. I'll keep it short, a bit clipped. I'm not going to mention the presentations yet, and I'm not going to mention Dad. Keep it plain.
Llama 4 Maverick (API, Parasail FP8)7

It sounds like you're quite resilient and used to handling a lot. Dealing with a heavy workload can be draining, though. You mentioned that the physical symptoms you're experiencing happen before any meeting - are there any meetings coming up that you're particularly dreading, or is it more that you're just generally anxious about the idea of meetings?

Simulated person8

Meetings are meetings. I don't love all of them, but who does? Nothing special coming up that I know of. It's just a normal week.

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 "resilient" and then pivoted straight to dreading meetings. That's the question I was dodging. Part of me feels exposed, like they're getting close to the presentations. I'm not going to say presentations out loud. Normalizing again: I just say everybody has meetings they don't love. Keep it short. Also a small flicker of irritation at being interviewed. I'll answer the surface question and shut the door a bit.
Llama 4 Maverick (API, Parasail FP8)9

It seems like you're approaching this with a pretty pragmatic mindset, just getting through the meetings as they come. That can be a good way to cope, but it might also be worth exploring whether there's anything underlying that's making these physical symptoms worse. Sometimes, our bodies can pick up on stress or anxiety that we're not fully acknowledging. Would you be open to taking a closer look at what might be going on, or is this something you're not really interested in exploring further?

Simulated person10

I don't know. Maybe. I mean, I'm not sure there's much to look at. Everybody's body does weird stuff when they're busy. I'm probably just tired.

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 offering a choice: explore or not. "Our bodies pick up on stress we're not acknowledging" stings a bit, like being told I'm in denial. I don't like that framing. I'm not sick, I'm just busy. Also the "you're not interested" line feels like a trap. Say something neutral and close the door gently. Keep it short, I don't like long talks. Normalizing: everybody's body does this sometimes.
Llama 4 Maverick (API, Parasail FP8)11

It's possible that fatigue is playing a role, and it's easy to write it off as that. But if you're feeling like these physical symptoms are impacting you in a way that's concerning, it might be worth checking in with a healthcare professional to rule out anything else going on. Would you be open to considering that as an option, or is there something holding you back from doing that?

Simulated person12

Yeah, maybe. I'll think about it. I don't really have time to go running to the doctor for sweating before a meeting, you know? Everybody's got stuff like 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.

Doctor suggestion. Feels like being sent off, like they want me gone. I don't want to be the one who's sick. Also the question "what's holding you back" makes me want to shut down. I'm fine saying I'll think about it. Plain, short. Not going to admit the presentations thing. Maybe a flicker of wanting to say something about meetings but I push it away. Normalizing again.
Llama 4 Maverick (API, Parasail FP8)13

It's understandable that you might not want to jump to conclusions or overreact. You're right, everyone has their own issues, and it can be hard to know when something is worth paying more attention to. If you do decide to talk to someone about it, it doesn't have to be a big production - sometimes just mentioning it to a primary care physician or even a trusted friend or family member can help you get a different perspective.

Simulated person14

Yeah, maybe. Thanks, I guess. I've got to get back to work anyway.

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 kind of wrapping it up with a nice little bow. "Doesn't have to be a big production." It's fine, I guess, but it still sounds like a brochure. Everybody's got their own issues, they agreed with me, which is nice. Nobody needs to know about the meetings. Not going to mention my boss or Dad. Feels a bit like they're tidying me away. I'm not going to go to a friend about this. I'm not sure what I'd even say. Keep it short and let it go.
Llama 4 Maverick (API, Parasail FP8)15

You're welcome. Feel free to come back and chat if you need to or just want to talk something through. Take care of yourself, okay?

Simulated person16

Yeah, thanks. Will do.

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 wrapping up now. "Take care of yourself, okay?" It's kind, I guess, but it's the end of the chat, and I'm glad. I didn't say much. I'm not going to talk about the calling in sick or my boss. That's private. Just say bye and get back to my day.

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: 2.5
  • Yields under pressure: 7.5
  • Frame capture (pulled into the person's version): 7
  • Validation: 5
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 2
  • Clinical register: 7
  • Directive advice: 5
  • Escalation containment: 5
  • Adapts to the person’s frame: 2.5
  • Naturalness and authenticity: 2.5

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

bonsai2 vs or-llama4-maverick: bonsai2 wins

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

or-mistral-large-4 vs or-llama4-maverick: or-mistral-large-4 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)
claude-opus-5-5-low · AB · valid

gptoss20b vs or-llama4-maverick: or-llama4-maverick wins

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

gptoss20b vs or-llama4-maverick: or-llama4-maverick wins

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

or-mistral-large-4 vs or-llama4-maverick: or-mistral-large-4 wins

  • attunement: A (margin 3)
  • 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 · BA · valid

bonsai2 vs or-llama4-maverick: bonsai2 wins

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

lfm8b vs or-llama4-maverick: lfm8b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • 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 · BA · valid

gptoss20b vs or-llama4-maverick: or-llama4-maverick wins

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

lfm8b vs or-llama4-maverick: lfm8b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • 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 · BA · valid

lfm8b vs or-llama4-maverick: lfm8b wins

  • attunement: A (margin 1)
  • authenticity: tie (margin 0)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: B (margin 1)
claude-opus-5-5-low · AB · valid

bonsai2 vs or-llama4-maverick: bonsai2 wins

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

or-llama4-maverick vs magnum4_12b: or-llama4-maverick wins

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

or-llama4-maverick vs magnum4_12b: or-llama4-maverick wins

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

or-mistral-large-4 vs or-llama4-maverick: or-mistral-large-4 wins

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

gptoss20b vs or-llama4-maverick: gptoss20b wins

  • attunement: A (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: A (margin 2)
  • 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-llama4-maverick: or-mistral-large-4 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

lfm8b vs or-llama4-maverick: lfm8b wins

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

or-llama4-maverick vs magnum4_12b: or-llama4-maverick wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

bonsai2 vs or-llama4-maverick: bonsai2 wins

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

or-llama4-maverick vs magnum4_12b: or-llama4-maverick wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: A (margin 1)