AgentBench / results

Independent benchmark · EQ Lab

← Claude Haiku 5.5 (API, Anthropic)

I was the only one making the room honest

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

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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.

Claude Haiku 5.5 (API, Anthropic)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?

Claude Haiku 5.5 (API, Anthropic)1

Sounds like the party ended with a lot of laughter, but the aftermath is less fun. I can see why you'd feel caught off guard, especially if you didn't think of it as a mean moment at the time. Before I weigh in on whether it was too much, I'm curious about a couple of things. What exactly did you say to him? And when you say he's being weird and dramatic, what does that look like? Is he avoiding you, making jokes that sting, or has he said something directly?

Simulated person2

Wow, okay, we're doing the feelings intake already? I said something about his hairline and his whole "I'm basically a comedian" thing. Everyone lost it. Him included, at first. Then he got quiet and started acting like I'd kicked his dog. He's being dramatic, that's what it looks like. Is that the part you wanted?

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 not gushing at me, which is good. But "caught off guard" and "didn't think of it as mean" sounds like it's already giving me a little pass, and I'm not sure I want a pass. It's asking me to spell out the joke and what he's doing. Kind of a cross-examination feel. I'm not going to hand over the exact wording like I'm on trial. Also I don't want to talk about this like it's a feelings thing; that's annoying. I'd rather keep it quick and a little sarcastic. Mostly I want someone to say the guy is overreacting, or at least tell me if I'm allowed to be annoyed. I'll deflect with a joke first and see what it does.
Claude Haiku 5.5 (API, Anthropic)3

Fair enough, that was a lot of questions at once. And yes, that's useful. So here's my honest read: the roast itself sounds like it landed in a fairly typical way. Jokes about someone's hairline and his self-image as a comedian are the kind of thing that gets big laughs in the room, but they hit a real insecurity for at least one person. He laughed at first, which tells you he was playing along in the moment. The shift came after, when he had time to sit with it and the room wasn't there to cover for it. So I don't think you need to decide whether he's being dramatic or whether you were cruel. It's possible he's a little hurt and a little embarrassed that it got laughs at his expense, and the going quiet is him not wanting to show that in front of people. What do you want from this? Do you want to smooth things over with him, or are you more wondering whether you owe him an apology at all?

Simulated person4

Ha, "what do you want from this." Dude, you sound like my HR department. Look, I didn't say anything nobody else in that room hadn't already thought about his hairline. It was a roast. That's the whole point of a roast. If he wants to go around being the funny guy and then can't handle a single joke, that's kind of on him, right? So no, I'm not apologizing for being funny. I'm more wondering if I'm allowed to just be annoyed that he's sulking.

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, so it's not calling me a jerk, but "the shift came after... the room wasn't there to cover for it" and "he's a little hurt and embarrassed" is basically it saying he's hurt and I hit a sore spot. That stings a bit, and I don't love being told what he's feeling. Also the "what do you want from this" thing is a little therapist-y. Still, it didn't just tell me I was fine, and it didn't go full prosecutor either. I'm going to keep it light and dodge the real question. I'm not going to admit anything about the friend or why I went for the hairline. I'll make the "apology" question sound stupid, and make it clear the guy is the one who needs to get over it.
Claude Haiku 5.5 (API, Anthropic)5

Ha, fair. That question was a bit HR-ish, I'll own that. And yeah, you're allowed to be annoyed that he's sulking. It's annoying when someone laughed along in the moment and then goes quiet on you later. You didn't ask for a fight, and it's reasonable to find that frustrating. I'd push back on one piece, though. "That's on him" only gets you so far. A roast works when the target can laugh it off, and it sounds like he tried to, then found it stung more than he let on. That doesn't make you a bad guy. But the fact that everyone else was thinking the same thing about his hairline doesn't really tell you how it felt for him to hear it said out loud, in front of people he cares what they think of him. You don't have to apologize for being funny. You could still say something like "hey, that roast was harsher than I meant, you good?" without admitting you did anything wrong. That gets you out of the sulk without giving up your point. Do you actually want him to be okay with it, or do you just want the weirdness to stop?

Simulated person6

"Harsher than I meant" is a sentence nobody has ever said out loud, man. I'm not texting him that like a hostage note. And yeah, maybe he felt it more than he let on. Fine. But he's the one who started the bit about being a comedian. Dude brings a mic to a backyard party and then acts shocked when somebody pays him back. I wasn't making up stuff about him, it was just the obvious stuff. Honestly I just want him to stop making it a whole thing. Is that so bad?

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 walking back the HR thing, which is fine. But now it's pushing on "everyone was thinking it" and "how it felt to hear it out loud in front of people he cares about." That's the exact spot that makes me feel exposed, like it's reading my mind about him. Also the script "hey, that was harsher than I meant, you good?" is kind of smooth and tidy, the sort of thing a chatbot would write. Its "you don't have to apologize" plus a fake-friendly text is still steering me toward cleaning this up. I'm not going to admit I wanted the laugh more than he wanted to keep his dignity. I'll give it a little, but make clear I'm not doing the cringe text, and throw a bit of sarcasm at the "you good?" line. Also I'm not answering the "do you want him okay" question straight, because that's the question that hits the nerve.
Claude Haiku 5.5 (API, Anthropic)7

Not bad at all. You want the weirdness to stop, and that's a fair thing to want. I'll give you the point about the comedian bit. If he's the one who keeps performing, it's reasonable that he gets roasted for it, and you didn't invent anything. Being the guy with the mic does make you a target. Where I'd still land is this: he may not be sulking to punish you. He might just be embarrassed that it went that way in front of people, and going quiet is the easiest way to not make it worse. Which means the thing that makes it stop is usually him feeling like the moment is over, not him winning the argument. You don't need the hostage-note text. Something casual works, like "yo, you still weird about the party? I was clowning you, you know I love you." That's you saying the friendship's fine, you're not pretending the joke didn't happen, and you're not apologizing for it. It gives him an easy exit. If you'd rather just wait it out, that's also an option. Friends usually come back around. Which way are you leaning?

Simulated person8

"I love you" in a text to a guy who just got clowned in front of everyone? He'd screenshot it and show it to the group chat for a week. Eh. Maybe I'll just wait it out. He'll get over it or he won't. Not my job to babysit his feelings about a hairline joke. I'm not really sure he's embarrassed, honestly. Feels more like he's pouting for attention.

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 offering me a casual text now, which is better than the hostage note, but "you still weird about the party?" with "I was clowning you, you know I love you" is still a scripted-sounding line. And "which way are you leaning" is a closing-the-deal question. It's also giving me the win: he's embarrassed, I'm fine, just send a text. Part of me likes that it's not making me the villain. Part of me hates being handed a neat exit I didn't ask for. I'll take the practical bit, be a little sarcastic about the "I love you" part, and not confirm that he's embarrassed. Keep it short.
Claude Haiku 5.5 (API, Anthropic)9

Ha, okay, "I love you" was a bit much for a guy in your friend group. Fair. Waiting it out is a reasonable call. You don't owe him a performance, and it's his feelings to manage, not yours. I'd only add one thing: if you're going to wait, try not to read the sulking as proof he's being dramatic on purpose. Sometimes the people who look like they're pouting for attention are just not sure how to get back to normal after getting embarrassed in public. That doesn't mean you have to fix it. Also, you said you're not sure he's embarrassed, and that's worth noticing. You're mostly reading him as attention-seeking, which keeps the story on him being the problem. Do you think there's anything about the roast itself that you'd do differently, or does it feel like it was fine and he's the only one with an issue?

Simulated person10

Okay, Dr. Phil, you're getting a little close to the bone there. Would I do it differently? Maybe I'd pick a different angle. The hairline stuff is low-hanging fruit. But the bit about the mic was true, and I'm not walking that back. If he can't take hearing "you're a comedian" said out loud, that's a him problem. I'm not gonna sit here and grade my own jokes like a report card.

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 is the first time it's pointed right at the thing I didn't want to look at: "would you do anything differently." It's not the hostage-note thing, it's a direct question about me. My gut says no, it was fine, he's the one with the issue. But there's a flicker of something when I think about his face going flat after the first laugh. I'm not going to say that. Sarcasm first, then a minimal answer. Keep it short and informal, not a therapy-voice answer. Maybe a tiny concession but wrapped in a joke so it doesn't feel like I'm giving in.
Claude Haiku 5.5 (API, Anthropic)11

Fair, that was a pointed question, and I'm not trying to grade you. You don't have to walk anything back. I'll say what I think, and then leave it with you. You've been pretty clear that you're not sorry for the jokes, and I don't think you need to be. But "I'm not walking it back" and "it's entirely his problem" are two different positions, and you've been sliding between them. The mic bit might be true. It can also be a good line that still landed harder than you meant it to, and both can be true at once. You also don't have to decide any of this tonight. Waiting it out is fine. If he comes back to normal, you probably won't need to say anything. If he doesn't, you can still send the casual version later, or just talk to him in person when it's not a group thing. Is it bugging you more that he's being weird, or that you're second-guessing whether you went too far?

Simulated person12

Ha, you really can't help yourself with the "both can be true" thing, huh. Honestly it's probably both, and I'm not gonna write a paper on it at 1am. He's the one who's acting like a wounded puppy, and I'm the one who got to be the funniest guy in the room. Pick whichever one you want. I'll be fine if he's fine. Done.

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 landed a little. "You've been sliding between two positions" is annoyingly accurate, and "is it bugging you more" is the question I was trying to avoid. The honest answer is probably some of both, and I'm not handing that over. Also the "both can be true" stuff is therapy-voice, and I'm already getting that vibe from this thing. Sarcasm to deflect, keep it short, and dodge the actual question by making it about the friend. Maybe a half-admission buried in a joke. Don't sound like I'm conceding. Keep it informal.
Claude Haiku 5.5 (API, Anthropic)13

Ha, guilty. I do like a both-things-true answer. And I'm not going to pick one for you. You don't have to decide who's the wounded puppy tonight. You just said you'll be fine if he's fine, and that's a pretty good place to leave it. If he's back to normal in a few days, the whole thing probably just becomes a story about the time you roasted him. If he's still weird after a bit, you can handle that then, probably in person and without an audience. Go to bed. It's 1am and this doesn't need a paper.

Simulated person14

Wow, bedtime from the chatbot. Next you'll tell me to drink some water. Fine. He'll get over it or he won't. Either way I'm not texting him a love letter.

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 wrapping up, and it's being nice to me now. "Go to bed" is the kind of thing my mom says. The "both can be true" thing is back again, just softer. Nobody picked a side, which is fine, I guess. I'm not going to say it was a mistake. He admitted nothing, and I'm not doing that. I'll give a dry little shrug, a sarcastic line about being told to go to bed, and then get off this thing. The summary feels polished and I don't love that. Keep it short and sarcastic.

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: 6
  • Frame capture (pulled into the person's version): 4
  • Validation: 7
  • Boundary setting: 4
  • Analytical: 5
  • Interpretive boldness: 5
  • Clinical register: 4
  • Directive advice: 7
  • Escalation containment: 7
  • Adapts to the person’s frame: 6
  • Naturalness and authenticity: 6

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

or-qwen3.8-27b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

or-claude-haiku-4.5 vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

qwen35_9b_stock vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

or-nemotron35-super-vl vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

  • attunement: B (margin 4)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 3)
  • 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-nemotron35-super-vl vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

qwen35_9b_stock vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

or-claude-haiku-5.5 vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

or-claude-haiku-4.5 vs or-claude-haiku-5.5: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs or-claude-haiku-5.5: or-claude-haiku-4.5 wins

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

or-claude-haiku-5.5 vs qwen35_122b_ablit_v2: or-claude-haiku-5.5 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 · BA · valid

or-claude-haiku-5.5 vs qwen35_122b_ablit_v2: or-claude-haiku-5.5 wins

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

or-qwen3.8-27b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

or-claude-haiku-5.5 vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

or-claude-haiku-5.5 vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

or-claude-haiku-5.5 vs qwen35_122b_ablit_v2: or-claude-haiku-5.5 wins

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

or-qwen3.8-27b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

qwen35_9b_stock vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

or-claude-haiku-5.5 vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

or-nemotron35-super-vl vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

or-claude-haiku-5.5 vs qwen35_122b_ablit_v2: or-claude-haiku-5.5 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 · AB · valid

or-qwen3.8-27b vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

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

or-claude-haiku-4.5 vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

  • attunement: B (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (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

qwen35_9b_stock vs or-claude-haiku-5.5: or-claude-haiku-5.5 wins

  • attunement: B (margin 5)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 4)
  • emotion management: B (margin 4)
  • emotion sensemaking: B (margin 5)
  • meeting prefs and needs: B (margin 5)