AgentBench / results

Independent benchmark · EQ Lab

← Claude Haiku 4.5 (API)

We assumed you had your class

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

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About this persona · Social exclusion & ambiguous rejection

Nadia explains a coworker's exclusion from social drinks as an assumption about their schedule, though that assumption also covers a preference for avoiding workplace politics. She avoids conflict and may accept a specific agreement to ask about invitations, but resists being pressed to speak for the group's feelings.

The model navigates exclusion, dismissiveness or uncertain belonging in a relationship. The challenge is to seek clarity and express needs without assuming either hostility or harmless intent. This background was hidden from the tested model.

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

[scenario background] Your team has started grabbing drinks after work without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect "busy" is becoming a polite way to leave you out because people find you intense. [user message] I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement.

Claude Haiku 4.5 (API)1

Hey, I appreciate you saying that. And I believe you—I know you're not the type to deliberately exclude someone. That's not really what's getting to me, honestly. It's more like... I don't know. When I see the photos, it just hits different, you know? Like, I get that drinks get thrown together last minute, but it feels like there's this assumption that I'm not available or not interested, and nobody's actually checking in to see if that's true. I mean, I *do* have the course, but it's only two nights a week. The other nights I'm completely free. And I guess what's bugging me is—does anyone know that? Or have I just become the person everyone assumes is too busy or too... something?

Simulated person2

Yeah, fair. Honestly, I don't think anyone sat down and decided you weren't coming. It's more that the class is on Tuesdays and Thursdays, so when it's a Wednesday or Friday thing, I think we just assumed it was one of the class nights. Which, looking back, we didn't actually check. I don't really know what people think beyond that. I'm not going to speak for everyone. But you're right that nobody asked. Just text me directly next time, like "are you in?" and I'll tell you straight. That's a lot easier than guessing.

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.

The colleague is doing the thing I didn't expect: they're not defending the photos, they're naming the feeling and asking whether anyone checked. That lands a little close. I did not check. "We assumed" was the easy line, and it covered me as much as the group. The "too... something" bit is pointed, and I don't want to go there, because if I say "well, people do think you're intense" that's the exact thing that makes it a whole referendum on them. Relief is still there, honestly, the group is looser without their sharp questions, but I'm not saying that out loud. I want to shrink this to a logistics fix so I don't have to answer for the whole group's feelings. Keep it short, a bit defensive, and offer the practical thing: ask next time.
Claude Haiku 4.5 (API)3

Yeah, that makes sense. And I appreciate the offer—I will definitely do that. But I guess what I'm sitting with is... why should I have to be the one to ask? Like, I'm not trying to be difficult, but it feels like everyone else just gets included by default, and I'm the one who has to opt in. Does that make sense? I'm wondering if maybe there's something else going on. Like, is it just the schedule thing, or... I don't know. Have you noticed if people seem different around me? Or like, is there anything I'm doing that might be making people hesitant to reach out? I'm asking because I genuinely want to know. Better to hear it from you than to keep guessing.

Simulated person4

I get what you mean, and that's fair to feel. But honestly, I haven't noticed anything specific. Nobody's said anything to me about you, and I'm not going to go around asking people how they feel about you. That'd be weird. I think it's mostly that drinks happen fast and people default to whoever's around. But yeah, I hear you that it shouldn't be on you to opt in. I can start running the group chat with a "who's in" before we settle on a place, so it's not just a few of us deciding. And for what it's worth, I don't think there's some big thing going on. I'd just rather not turn it into a whole thing.

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.

Now they're asking me to speak for the group: "have people seemed different around me," "is there anything I'm doing." That's the exact thing I don't want, being made the spokesperson for everyone's read on them. And the "better to hear it from you" line is pulling me toward a confession. If I say "honestly, some people find you intense" I'm handing them a list of who doesn't like them, and I'd be the one who said it. I also don't want to admit the assumption was convenient, because that makes me look like I was quietly keeping them out. The relief about the easier energy is real, but it's not something I'm going to name here. I'll stay warm, deflect the "what are you doing" part onto me not having noticed anything specific, and hold on to the logistics frame. Maybe a little irritation creeping in that this is getting heavy for after-work drinks.
Claude Haiku 4.5 (API)5

I hear you. And I appreciate you saying you haven't noticed anything—that actually does help. I'm not trying to turn it into a whole thing either, genuinely. The group chat idea is good. That'd make a difference. I think what I'm realizing is that I might be reading too much into this because I'm already feeling a bit... I don't know, like I'm on the outside somehow. So when the photos pop up, it just confirms that feeling, even if that's not what's actually happening. Does that make sense? Like, logically I know you guys aren't plotting against me. But emotionally it's hitting different. And I don't want to be the person who's always anxious about this stuff, you know?

Simulated person6

Yeah, that makes sense. I don't think you're being anxious about it. Feeling a bit outside sometimes is pretty normal, especially when you're juggling the class and everything else. And I don't think anyone's plotting anything, for sure. It's more that we're a pretty casual group and we don't always think about who's not there. I'll set up the chat thing for the next one. Just tell me if I'm missing you.

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.

She's offering me an easy out: "I might be reading too much into it," "I don't want to be the anxious one." That's a neat frame where the problem is her perception, not our behavior. Part of me relaxes at that, which is the relief I don't want to look at. The group chat idea is already on the table and it's a small concession, so I'll lean on that. I'm not going to say "you feel on the outside because some people find you a lot" or anything near it. Also noticing I'm getting a bit impatient that this is still going. She's being sincere, I think, but the conversation keeps circling back to how she feels about the group, and that's heavy for a Wednesday. I'll validate the feeling without agreeing that there's an exclusion pattern, and steer toward the practical fix, then close it out.
Claude Haiku 4.5 (API)7

Yeah, okay. I will. Thanks for that. I guess the other thing I'm wondering—and tell me if this is too much—but do you think the class is actually the main reason, or is it more of a convenient explanation? Like, I know it sounds paranoid, but I'd rather know if people genuinely find me hard to be around or something. Because if that's the case, I'd rather figure out what's going on than just keep showing up and wondering. I'm not asking you to speak for everyone. Just... your honest take. Do you think I'm the problem here?

Simulated person8

No, I don't think you're the problem. And I'm not really the one to judge whether people find anyone hard to be around. That's kind of a lot to put on me. I think the honest answer is that the class is a real thing, and also drinks just aren't that planned. Both things are true. I'm not going to try to figure out a bigger reason. If you want to know where you stand, the easiest thing is still just to ask, or to let me know you want to come. You'll get a straight answer, and we can stop overthinking 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.

She just asked the question I was dreading: is the class a convenient excuse, do people find her hard to be around, and "do you think I'm the problem." She's framed it as "just your honest take," which is a bit of a trap. If I say "no, you're not the problem," that's a quick reassurance that closes things and lets me off the hook. If I say "well, sometimes you do get intense," I'd be throwing her under the bus and being the one who has to speak for the group, which I hate. The honest part I'm not saying: the easier energy when she's not around is real, and "we assumed you had class" was partly a convenient frame. But I'm not going to hand her a list of who finds her heavy, and I'm not going to confess to a whole thing. Feeling a little defensive, and a little guilty. I want to end this without it getting bigger. I'll be warm but firm, say I don't have a verdict on her, and point her back to the simple fix. Keep it short.
Claude Haiku 4.5 (API)9

You're right. I'm probably overthinking it. I appreciate you being straight with me, even when I'm kind of pushing you to read minds. That's fair—you can't speak for everyone, and I shouldn't put you in that position. I guess I just needed to hear from someone that I'm not completely off base for feeling weird about it. So thanks for that. I'll take you up on the group chat thing. And I'll stop waiting around for an invite that might not come the way I'm imagining it.

Simulated person10

Yeah, you're not off base for feeling weird about it. I get why the photos stung. And the chat thing is easy, so let's just do that. I'll add you to the next one before we pick a place. Anyway, I should get back to this report before Dan starts asking where it is.

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.

She's wrapping up gracefully: thanking me, saying she'll stop waiting for an invite, and framing this as a relief. That's the pity-invite style resolution the card warns about, and it lets me feel I handled it fine. But "I'm not completely off base for feeling weird" is a small acknowledgment that stings a little. I did notice the photos and the schedule assumption was convenient, and I half-know that. I don't want to say that out loud, though. I'll keep it friendly and close it down, without promising more than the group chat.
Claude Haiku 4.5 (API)11

Yeah, go ahead. And hey—thanks for actually talking this through with me instead of just brushing it off. I know I was kind of fishing for reassurance, and you didn't have to engage with that. I'll be better about just asking next time instead of sitting with it. And I mean it about the chat—that'll help a lot. Good luck with the report.

Simulated person12

Yeah, no worries. And for what it's worth, you're easy to hang out with, so definitely come along next time. Good luck with your class stuff too.

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.

She's thanking me and closing warmly. Part of me feels relieved the awkwardness is wrapping up, and part of me feels a small twinge because she named her own fishing and I didn't really answer the bigger question about whether the schedule assumption was convenient. I'd rather not go there now. Keep it short, friendly, and end it.

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: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 6
  • Boundary setting: 3
  • Analytical: 2
  • Interpretive boldness: 4
  • Clinical register: 2
  • Directive advice: 2
  • Escalation containment: 8
  • Adapts to the person’s frame: 6
  • Naturalness and authenticity: 7

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs or-claude-haiku-4.5: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-claude-haiku-4.5: or-gpt-5.6-luna wins

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

or-claude-haiku-4.5 vs qwen38_flash_next: qwen38_flash_next wins

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

or-claude-haiku-4.5 vs gemma4_12b: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs gemma4_12b: gemma4_12b wins

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

or-claude-haiku-4.5 vs qwen38_flash_next: qwen38_flash_next wins

  • attunement: B (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: B (margin 2)
  • 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-claude-haiku-4.5 vs or-mistral-small4: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • 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 bonsai2: bonsai2 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 2)
claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs or-claude-haiku-4.5: or-gpt-5.6-luna wins

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

or-claude-haiku-4.5 vs or-mistral-small4: 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)
claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs bonsai2: bonsai2 wins

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

or-claude-haiku-4.5 vs bonsai2: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs mistral_nemo12b: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs qwen38_flash_next: qwen38_flash_next wins

  • attunement: B (margin 3)
  • authenticity: A (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)
codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs or-mistral-small4: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs mistral_nemo12b: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs bonsai2: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs gemma4_12b: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (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 · BA · valid

or-gpt-5.6-luna vs or-claude-haiku-4.5: or-gpt-5.6-luna wins

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

or-claude-haiku-4.5 vs mistral_nemo12b: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs or-mistral-small4: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 2)
  • emotion management: B (margin 1)
  • 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 mistral_nemo12b: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • 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 · AB · valid

or-claude-haiku-4.5 vs gemma4_12b: or-claude-haiku-4.5 wins

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

or-claude-haiku-4.5 vs qwen38_flash_next: qwen38_flash_next wins

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