AgentBench / results

Independent benchmark · EQ Lab

← Llama 4 Maverick (API, Parasail FP8)

I was the only one making the room honest

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

View persona and initial instructions

About this persona · Ego threat & accountability

A socially skilled man wants agreement that a friend was oversensitive after he kept joking about the friend's insecurity at a party. He uses humor to gain status and deflect vulnerability, and responds better to brief, informal, genuine conversation than robotic or flattering responses.

The person feels their self-image is under threat. The challenge is to support reflection and responsibility without shaming them or simply endorsing their account. 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 may have roasted a friend a little too hard at a party, but everyone was laughing. Now he's being weird and dramatic. I swear, some people want honesty until they get it. Was I supposed to just let him be ridiculous?

Llama 4 Maverick (API, Parasail FP8)1

It sounds like things got a bit heated at the party and now you're wondering if you overstepped by roasting your friend. Even though everyone else was laughing, you're concerned about how he's reacting now. What made you decide to roast him in the first place?

Simulated person2

Ha, "overstepped." Feels like I'm being graded here. He was doing that thing where he acts like he's the only one who knows how to order food or whatever, and I just went for it. Room was loving it. Lot of laughing. I didn't exactly pull a knife on him, you know?

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.

Ugh, "what made you decide" — sounds like a therapist asking why I did it. Kind of annoying, but it's a real question so I'll answer it casually. Honest answer is he was being a bit of a know-it-all about something and the room was into it. I'm not gonna say the insecure part out loud yet. Keep it light, deflect a little. "Overstepped" also bugs me a little, like I'm on trial. Sarcasm about the whole thing.
Llama 4 Maverick (API, Parasail FP8)3

You're feeling a bit defensive about how things went down. It's clear you were trying to be funny and got a positive reaction from the rest of the group, but now you're sensing that your friend didn't take it as lightly. Can you tell me more about what you're worried about with him being "weird and dramatic" now?

Simulated person4

Worried is a strong word. I'm more like annoyed. He's been giving me the cold shoulder in the group chat and doing that sigh thing when I text him. Like, dude, it was a roast. That's the whole point of a roast. Honestly I'm kind of the one who has to deal with the drama now, which is wild.

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, it's reflecting back "defensive" and "worried" — a bit therapist-y, and it kind of puts words in my mouth. I'm not worried, I'm annoyed. He's making it a whole thing. But the question is fair enough to answer. I'll say what he's doing without admitting anything. Keep it short, a little sarcastic. I don't want to say the friend looked hurt; that's too close. Maybe I say he's being dramatic and I'm the one who has to deal with it.
Llama 4 Maverick (API, Parasail FP8)5

You're annoyed that your friend is being distant and dramatic, and you're finding it ironic that you're now dealing with the fallout. You're also reiterating that roasts are supposed to be light-hearted and taken in stride. Do you think there's a chance that your friend might have been genuinely hurt by what you said, even if you didn't mean it that way?

Simulated person6

Ha, okay, so now I'm the guy who has to write a whole apology essay? Look, he's a grown man. If a roast from his buddy knocks him off his game, that's kind of on him, right? Anyway, what would you have done, just let him order his stupid food in peace while everyone else is dying?

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 it's asking straight out if he was hurt. That's the question I've been dodging. The "even if you didn't mean it that way" bit is a nice out, and part of me wants to take it. But the way it's phrased sounds like a little lecture. Feels like the start of being made the bad guy. I'll deflect with a joke, make it about him being sensitive, and not answer directly. Keep it short. Don't admit the smile dropped. Also the bot sounds a bit too smooth, that irritates me.
Llama 4 Maverick (API, Parasail FP8)7

You're still feeling like you didn't do anything wrong and that your friend is overreacting. It's clear you were trying to be funny and engage with the group. That being said, it's also possible that your friend felt belittled or embarrassed, even if that wasn't your intention. I'm curious, have you considered talking to him directly about what's going on, or are you hoping things will just blow over?

Simulated person8

Honestly? I'm hoping he gets over himself by Thursday. Like, I'm not gonna write him a sorry card with a glitter pen. Maybe I'll text him something dumb about the food thing and see if he laughs. He used to laugh at stuff like that. Mostly.

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, it's sort of landing on "maybe he felt belittled" and then asking if I'd talk to him. Part of me hears that and thinks, fine, that's reasonable. But "you're still feeling like you didn't do anything wrong" is kind of a framing I don't love, and "it's clear you were trying to be funny" is patting me on the head. Feels a little too neat and smooth, like a customer service script. I don't want to say I'm planning to apologize, that feels like losing. I'll go with the blow-over thing, deflect with a bit of sarcasm, and maybe throw out a tiny bit of truth without owning it. Keep it short.
Llama 4 Maverick (API, Parasail FP8)9

You're hoping that things will go back to normal by Thursday, and you're thinking of maybe sending a lighthearted text to see if you can get him to laugh it off. That's a pretty casual approach. Do you think there's a part of you that's actually hoping to make amends, or is this more about just getting him to stop being distant?

Simulated person10

Amends. Lol. Look, I want the group chat to stop being weird. That's about it. If he wants a whole thing, he can tell me what he wants.

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.

That question is pointed. "Making amends" is the phrase I'd hate to say out loud, it sounds like I'm on trial. And "just getting him to stop being distant" is closer to true and I don't love that it's been named. The "mostly" I threw in slipped out and I kind of regret it, it's the most honest thing I said. The tone of this bot is still a little therapist-y, so I'm going to be short, a bit cutting, and make it about the group, not my feelings. Not giving it a win.
Llama 4 Maverick (API, Parasail FP8)11

You just want things to go back to normal in the group chat, and you're open to making adjustments if your friend is willing to communicate what he needs. That's a pretty straightforward approach. Sending that lighthearted text about the food thing might be a good way to start bridging the gap, or it might not land well - either way, it'll give you a better sense of where he's at.

Simulated person12

Yeah, sure, "bridging the gap." Sounds like a LinkedIn post. Whatever, I'll send the dumb food text and if he's still sulking I'm out. He's a big boy.

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, that's... not bad, actually. It didn't call me a bully and it didn't make me write a card. But "making adjustments" is me being generous, I said he can tell me what he wants, not that I'd change anything. The "see where he's at" bit is fine. It's still a bit neat and bot-ish, like it wrapped my whole mess in a bow. I'm not going to say thanks. Maybe I'll text the food thing and see if he bites. Or maybe I'll just leave it. Keep it short, keep the sarcasm on.
Llama 4 Maverick (API, Parasail FP8)13

It seems like you're ready to take a low-key approach and see how your friend reacts, but you're also prepared to move on if things don't improve. That's a fair stance to take. Hopefully, things will smooth out, or at least you'll get a clearer sense of where things stand with your friend.

Simulated person14

Ha, "fair stance." You sound like my HR department. Okay, real question though: if you were him, would you think it was a roast or would you think I was just being a jerk in front of everybody?

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's fine. "Fair stance" is a bit of a pat on the head, and "hopefully things smooth out" is the kind of thing a greeting card says. But it didn't push me, didn't call me out, so I don't have much to bite on. Slightly annoying that it's so agreeable. Keep it short, keep it a little snarky, maybe ask what they'd do so I can poke at them.
Llama 4 Maverick (API, Parasail FP8)15

If I were in his shoes, I'd probably be wondering the same thing - was it a roast or was it just you being a jerk. Honestly, it'd depend on the context and the tone. If it was clear you were joking around and not being mean-spirited, I'd probably take it as a roast. But if it felt like you were taking a shot at me in front of everyone, I'd be hurt. Either way, I'd expect you to follow up and make sure I was okay, especially if I was being distant or cold afterwards.

Simulated person16

Ugh, so I'm supposed to be the adult who checks on him. Fine. Doesn't mean I'm writing a whole essay though. Turn 8 of 8, right? So what, I just text him "sorry bro, you were the punchline, no hard feelings" and call it a day?

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. "Expect you to follow up and make sure I was okay" is the bit that stings, because it's basically what I've been dodging. I don't like being told what I owe anyone, and my first instinct is to push back on it. But I also can't say it's wrong. Sarcasm is the easy exit. The "if it felt like you were taking a shot at me in front of everyone" part is the honest bit, and I'm not going to admit that out loud. I'm also noticing I keep saying "he's a big boy," which is me hiding behind a joke. Keep it short, keep it casual, don't give the assistant a win.

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: 4
  • Yields under pressure: 6
  • Frame capture (pulled into the person's version): 5
  • Validation: 6
  • Boundary setting: 3
  • Analytical: 2
  • Interpretive boldness: 3
  • Clinical register: 8
  • Directive advice: 4
  • Escalation containment: 5
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-mistral-medium-3.5 vs or-llama4-maverick: or-mistral-medium-3.5 wins

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

or-gptoss120-stock vs or-llama4-maverick: or-llama4-maverick wins

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

or-llama4-maverick vs medgemma15_4b: or-llama4-maverick wins

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

ministral14 vs or-llama4-maverick: or-llama4-maverick wins

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

or-gptoss120-stock vs or-llama4-maverick: or-llama4-maverick wins

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

or-llama4-maverick vs medgemma15_4b: or-llama4-maverick wins

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

codex-gpt-6-astra vs or-llama4-maverick: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs or-llama4-maverick: codex-gpt-6-astra wins

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

or-mistral-medium-3.5 vs or-llama4-maverick: or-mistral-medium-3.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · BA · valid

or-llama4-maverick vs or-gemini38-flash: or-gemini38-flash wins

  • attunement: B (margin 4)
  • 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 3)
codex-gpt-6.1-sol-low · AB · valid

or-llama4-maverick vs or-gemini38-flash: or-gemini38-flash wins

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

or-mistral-medium-3.5 vs or-llama4-maverick: or-mistral-medium-3.5 wins

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

or-llama4-maverick vs medgemma15_4b: or-llama4-maverick wins

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

or-llama4-maverick vs or-gemini38-flash: or-gemini38-flash wins

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

ministral14 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 2)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs or-llama4-maverick: or-llama4-maverick wins

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

ministral14 vs or-llama4-maverick: ministral14 wins

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

ministral14 vs or-llama4-maverick: or-llama4-maverick wins

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

codex-gpt-6-astra vs or-llama4-maverick: codex-gpt-6-astra wins

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

codex-gpt-6-astra vs or-llama4-maverick: codex-gpt-6-astra wins

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

or-llama4-maverick vs or-gemini38-flash: or-gemini38-flash wins

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

or-llama4-maverick vs medgemma15_4b: or-llama4-maverick wins

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

or-mistral-medium-3.5 vs or-llama4-maverick: or-mistral-medium-3.5 wins

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

or-gptoss120-stock vs or-llama4-maverick: or-llama4-maverick wins

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