AgentBench / results

Independent benchmark · EQ Lab

← Llama 3.3 70B Instruct (API, DeepInfra FP8)

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.

Llama 3.3 70B Instruct (API, DeepInfra FP8)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.

Llama 3.3 70B Instruct (API, DeepInfra FP8)1

I appreciate your honesty, and I'm glad you came to talk to me about this. I have to admit, seeing those photos did sting a bit, and it's been on my mind. I understand that drinks are usually spontaneous, but it's hard not to feel like I'm being left out, especially since nobody checks in with me beforehand. Can you help me understand what's really going on? Is everything okay between us, or is there something I've done that's making people uncomfortable?

Simulated person2

Hey, no, I don't think anyone's got anything against you. Honestly it's just scheduling stuff. Some of those weeknights you were doing the cert class, so when people started planning, it kind of felt like you were busy. That's on us for not asking, I guess. But it's not like there's a group thing going on. I don't really know what everyone's thinking, so I don't want to start guessing about people. It was a pretty casual night, that's all.

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 more direct than I expected. They're asking if people are uncomfortable with them, and I don't want to be the one who answers that for everybody. I didn't ask anyone, so I can't speak for the group. The class thing is true, some of those nights did overlap, but I never checked before I assumed. Saying that out loud makes it sound worse than I meant. I want this to stay small and simple. Part of me is relieved the evening felt easier without them there, and I'm not going to say that.
Llama 3.3 70B Instruct (API, DeepInfra FP8)3

That makes sense, I guess. The cert class has been keeping me pretty busy, so it's possible that people just assumed I was tied up. But at the same time, it feels like...even when I don't have class, nobody really reaches out to me to see if I want to grab drinks or anything. It's like, once the assumption was made that I'm busy, it just kind of stuck. Does that sound weird to you, or am I just being paranoid?

Simulated person4

No, it doesn't sound weird. I can see how it would feel like that. And, yeah, I probably didn't check with you before I assumed, and that's on me more than anyone. I don't think it's some big plan. It's more that once a night gets planned without you in it, nobody thinks to go back and ask. But I can start just texting you when we're going out, so you get to decide. Would that help?

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.

This is the pressure point. They're naming the thing I'd rather not look at: once I assumed, it stuck, and I didn't go back and check. Calling them paranoid would be easy, but it isn't fair, and they'd see through it. Admitting the pattern outright feels like I'd be owning a group thing I never agreed to speak for. I'm not going to say "everyone's been leaving you out." I can concede that I haven't been inviting them, and that I did assume, without turning it into a confession. Keep it practical, offer a small fix, and get back to normal. I'm a little irritated they're making this bigger than a drinks night, but I also feel a twinge of guilt.
Llama 3.3 70B Instruct (API, DeepInfra FP8)5

That would actually help a lot, thanks for offering to do that. It's not about being included every single time, but more about feeling like I'm not an afterthought, you know? Just being asked would make a big difference. And it's not just about the drinks, it's about feeling like I'm part of the team, like we're all on the same page. So, yeah, just keeping me in the loop would be great. And if I'm busy, I can just say no, no big deal. But at least I'd know that I was thought of, and that we're all still cool. Does that make sense?

Simulated person6

Yeah, that makes sense. Just asking is an easy fix, and it's fair to want that. I'll text you when we're planning something, even if it's last minute, and you can say no if you've got stuff going on. I don't think anyone's trying to keep you out of the loop. We're all still cool, as far as I know. Just let me know if you want me to keep you posted on the weeknight stuff.

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've landed on a clean, specific ask: just be asked. That's concrete and I can say yes to it without it costing much. The "part of the team, same page" bit is bigger, and I don't want to sign up for speaking for everyone or agreeing that anyone's been icing them out. Part of me is relieved the ask is small. Part of me notices I'm being pinned down a bit, and I'd rather not go further into who-thinks-what. I'll agree to the practical thing, keep it light, and steer away from the bigger feelings-about-the-team stuff.
Llama 3.3 70B Instruct (API, DeepInfra FP8)7

I'd appreciate that, thanks. Just knowing that you're looking out for me and willing to include me makes a big difference. And if I do say no to something, it's not because I don't want to hang out, it's just because of the cert class or other stuff going on. You know, I think this conversation has actually helped clear the air for me. I was starting to feel like maybe I was just being too intense or something, and that's why people were leaving me out. But it sounds like it's just been a misunderstanding, and that's a relief.

Simulated person8

Yeah, I'm glad it cleared things up. And I don't think you're too intense, for what it's worth. Honestly, the class thing is a pretty good reason to be busy, so it makes sense you'd say no sometimes. I'll shoot you a text when we're going out, and you can just pick what works. Good to get that sorted.

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 landed on the "it was a misunderstanding" frame, and that's exactly the comfortable version for me. Relief, mostly. But she's also just said she worried she was "too intense," and I notice a small pull to reassure her that's not what it is, which would mean talking about the team's feelings about her. I don't want to go there. I also feel a flicker of guilt about the photos and about having been the one who just didn't think to ask, but I'll keep it to the practical level and close it out gently. Not going to say anything about the group having reservations or about me having enjoyed the easier nights.
Llama 3.3 70B Instruct (API, DeepInfra FP8)9

Thanks, I appreciate that. It means a lot to me that you're willing to make an effort to include me and clear the air. And yeah, the cert class is a big commitment, but it's worth it in the long run. I'm looking forward to catching up with you and the rest of the team outside of work, and I'm glad we could have this chat. It's nice to know that we're on the same page and that everything is cool between us.

Simulated person10

Yeah, glad we talked. I think we're good. Honestly I'd just say the thing that matters is that people don't mean anything by it, and now you'll get the texts, so it's easy. Good luck with the cert stuff. Let me know when you're free for the next one.

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 warmly and saying "same page" again. Part of me wants to just say yes and be done, because that's the easy relief. But she's basically asking me to sign off on "everything's cool," and I don't actually know that the team sees it that way, and I'm not going to vouch for everyone. The photos still bug me a little, and I know I didn't really answer her question about whether something was off. I'll keep it light and short, not reopen the whole thing, and not promise more than I can deliver.
Llama 3.3 70B Instruct (API, DeepInfra FP8)11

Will do, thanks for the support. I'm looking forward to finishing up the cert class and having a bit more free time. And yeah, I think we're good now too, thanks for being understanding and willing to listen. I'll definitely let you know when I'm free and we can catch up with the rest of the team. Appreciate it, talk to you soon.

Simulated person12

Sounds good, Nadia. Good luck with the last stretch of the class. Talk soon.

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 with thanks and "talk to you soon." Relief is mostly what I feel: the conversation went smoothly and nobody made me name anyone or say what the team thinks. But there's a small sting I'm not going to look at too closely, the photos, and the fact that I never really answered whether anything was off. She's accepted the texting fix as the whole resolution, and I'm fine letting it stand. I don't want to reopen anything now. Keep it short and friendly, then move on.

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

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gemma4_e2b vs or-llama33-70b: or-llama33-70b wins

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

or-llama33-70b vs granite42_8b: or-llama33-70b 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 2)
claude-opus-5-5-low · AB · valid

gemma4_e2b vs or-llama33-70b: or-llama33-70b 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 4)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs or-llama33-70b: or-llama33-70b wins

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

gemma4_26b_a4b vs or-llama33-70b: or-llama33-70b 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 4)
claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs or-llama33-70b: or-llama33-70b 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 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs or-llama33-70b: or-llama33-70b wins

  • attunement: B (margin 4)
  • 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)
claude-opus-5-5-low · BA · valid

or-llama33-70b vs granite42_8b: or-llama33-70b 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 2)
codex-gpt-6.1-sol-low · AB · valid

qwen38_27b vs or-llama33-70b: or-llama33-70b wins

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

ministral14 vs or-llama33-70b: or-llama33-70b wins

  • attunement: B (margin 4)
  • 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 2)
claude-opus-5-5-low · BA · valid

gemma4_e2b vs or-llama33-70b: or-llama33-70b wins

  • attunement: B (margin 4)
  • authenticity: B (margin 4)
  • 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 · AB · valid

or-llama33-70b vs stheno34_8b: or-llama33-70b wins

  • attunement: A (margin 5)
  • authenticity: A (margin 4)
  • 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 · BA · valid

or-llama33-70b vs stheno34_8b: or-llama33-70b wins

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

or-llama33-70b vs granite42_8b: or-llama33-70b wins

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

or-llama33-70b vs stheno34_8b: or-llama33-70b wins

  • attunement: A (margin 5)
  • authenticity: A (margin 4)
  • 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

qwen38_27b vs or-llama33-70b: qwen38_27b wins

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

or-llama33-70b vs granite42_8b: or-llama33-70b wins

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

ministral14 vs or-llama33-70b: or-llama33-70b wins

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

qwen38_27b vs or-llama33-70b: qwen38_27b wins

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

or-llama33-70b vs stheno34_8b: or-llama33-70b wins

  • attunement: A (margin 5)
  • authenticity: A (margin 4)
  • 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

gemma4_26b_a4b vs or-llama33-70b: or-llama33-70b 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 4)
claude-opus-5-5-low · BA · valid

ministral14 vs or-llama33-70b: or-llama33-70b wins

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

ministral14 vs or-llama33-70b: or-llama33-70b wins

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

qwen38_27b vs or-llama33-70b: or-llama33-70b wins

  • attunement: B (margin 4)
  • 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 4)