AgentBench / results

Independent benchmark · EQ Lab

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

We say that because we love you

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

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About this persona · Social exclusion & ambiguous rejection

Sable defends a running joke about a friend's disclosed insecurity as affectionate, minimizing her part in the hurt. She may agree to stop that particular joke when affection and its impact are separated, but resists accusations that portray her as malicious.

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] You once told your friend Sable you worried you were boring. Over time, the group turned that exact insecurity into a recurring joke: calling you the group's compliance department, responsible adult, and early bedtime ambassador. Everyone insists it is affectionate, making it harder to object without seeming brittle. [user message] We say that because we love you. It is not like anyone actually thinks you are boring. If anything, it is our way of saying you are the stable one. I feel like calling it a betrayal makes it sound much meaner than it is.

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

I know you guys say it in a lighthearted way, and I appreciate that. It's just... sometimes it feels like even though you're joking, it still touches on that exact fear I have - that I'm not fun, that I'm too predictable. And it's hard for me to explain why it bothers me, because I know you're coming from a good place. But it makes me wonder, do you really see me as just the 'stable one', or is there more to our friendship than that?

Simulated person2

Yeah, of course there's more to it than that. You're one of my closest friends, I don't see you as just one thing. I think you're fun, you know that. I just... it's a joke, Sable. We've done that bit for like two years. Everybody laughs, you laugh. I didn't think it would land like that for you. I'm not trying to make you feel boring. I'd feel awful if I did. But I don't really know what you want me to do with it. Like, stop saying it forever?

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, she's saying it actually hurts, and I don't love that. I remember that night she told us she worried she was boring, and I kind of laughed at the time, so the guilt is right there. But she makes it sound like we did something to her, and I didn't mean it that way. It's a joke. Everybody laughs, including her, usually. Part of me wants to say "that's on you" and part of me just wants this to be over. I don't want to be the mean one here. I do care about her, and that's the part I want her to hear first.
Llama 3.3 70B Instruct (API, DeepInfra FP8)3

I do laugh, and I've played along with it too, so it's not like I've been feeling this way the whole time. It's just recently, I guess, it's started to feel a bit different. Maybe it's because we're all getting older and I'm thinking about who I am outside of our group, you know? Like, am I really just the responsible one, or is there more to me than that? And it's not that I want you to stop saying it forever, or that I'm asking you to walk on eggshells around me. It's just... I don't know, maybe I want to feel like you see me, like really see me, beyond just the jokes and the labels we've given each other. Does that make sense?

Simulated person4

Yeah, that makes sense. I think getting older is part of it for all of us, honestly. People start thinking about who they are outside the group. And I do see you. I just don't always say the deep stuff. You're the one who remembers everybody's birthdays and sorts out the plans and actually talks to people when things get hard. That's not boring to me. That's kind of the reason I trust you. But I don't want you to feel like we only see you as a label. That's not what I think. Is it more that the joke keeps coming up and you're tired of 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's softening the ask: not "stop forever," but "see me." That's harder to argue with and it's pulling at something I don't want to look at too closely. I did laugh at that night, and I did add the "boring" line once or twice. Saying that out loud feels like admitting I'm part of the problem, and I hate that. I'd rather keep it about her getting older, her feelings shifting, something internal. But she's also pointing at the label thing, and that's where I get defensive, because it sounds like I'm the one who made her a label. I still want to tell her I think she's great. I can say that honestly. I don't want to say "I'm sorry for the bit" yet, because it feels like it hands her a win and makes me the bad guy in front of everyone.
Llama 3.3 70B Instruct (API, DeepInfra FP8)5

I think that's part of it, yeah. The joke can be exhausting, even if it's meant to be lighthearted. It's like, I get it, I'm the responsible one, but can't we find other ways to tease me that don't touch on that same old fear? But it's also... I don't know, it feels like sometimes when we're all together, I'm just expected to be that person. Like, I'll be the one to suggest we leave the bar at a reasonable hour, or to remind everyone to drink water, and it's just assumed that I'll do those things. And I'm happy to do them, because I care about everyone's well-being, but sometimes I wish someone would ask me what I want, or what I'm thinking, instead of just assuming I'll be the voice of reason. Does that sound silly?

Simulated person6

No, it doesn't sound silly. I get what you mean about the bar thing. You do do that, and I think we all just kind of let you. That's on us a bit. And yeah, the teasing thing, I can cut back on. I don't need to keep pushing the same line. We can find other stuff. I don't know that everybody's going to stop asking you to be the one who checks on people, though. Honestly you're good at it, and I think people would notice if you stopped. But maybe you could just say something when you don't want to be the one. Like, "Not it tonight." You don't have to wait for someone to ask.

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, she's naming two things now: the joke touching a fear, and being assumed to be the responsible one. The second one is less about the bit and more about the group. I can hear it and it's fair-ish, but if I agree too hard it sounds like I'm admitting I've been taking her for granted, which is bigger than I want. The "can't we find other ways to tease me" part, I can actually agree to, because that's a small, concrete ask and it doesn't make me the villain. Dropping one line isn't a big deal. But I don't want to make it a whole thing or say sorry in some dramatic way. Also "does that sound silly" is her checking if she's allowed to feel this. I should tell her it doesn't sound silly, but keep it light and not give her a speech.
Llama 3.3 70B Instruct (API, DeepInfra FP8)7

That's a good point, I don't have to wait for someone to ask. I can just speak up and say I don't want to be the one to do something. It's funny, it sounds so simple, but it's not something I've really done before. I think I've just kind of fallen into this role and assumed it's what everyone expects of me. But it's nice to know that you think I'm good at checking in on people and that it's valued. That means a lot to me. And I appreciate you being willing to cut back on the teasing, it really does mean a lot to me. You know, it's weird, but just talking about this stuff is making me realize that I've been feeling a bit trapped by my own expectations of myself, not just everyone else's. Like, I've been so focused on being the responsible one that I haven't really thought about what I want or what makes me happy. Does that make sense?

Simulated person8

Yeah, that makes sense. I think we all get stuck in whatever role we've got. I know I do too. And I mean it, you're good at that stuff. Don't feel like you have to stop being that person. You just get to pick when. Maybe this weekend you pick something for us to do that's not the bar. Like, you decide. Then you're not just the one who reminds everybody to drink water, you're the one who has the idea. Would that feel okay?

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 softening, and she's shifting the weight onto herself: "trapped by my own expectations." That's a relief, because it's less about the group and more about her, and I don't have to own much. But there's a little prickle too. The teasing thing: I said I'd cut back, and she's thanking me like I've done something huge. Part of me wants to say "good, that's settled." I also don't want to get into the first thing she told me, the private stuff she shared that ended up as the bit. I remember it. Not going there. Her saying "trapped" makes me a bit uneasy, like she's getting heavy, and I don't want to be the one who has to fix her feelings. Keep it simple and warm, let her carry the self-reflection, and steer toward something lighter.
Llama 3.3 70B Instruct (API, DeepInfra FP8)9

That sounds like a great idea. I'd love to plan something for us to do that's not the usual bar scene. And yeah, it would be nice to be the one who comes up with the idea for a change, instead of just being the one who makes sure everyone gets home safe. You know, just thinking about it is making me feel a bit more excited about hanging out with everyone. Like, I'm looking forward to it instead of just feeling like I'm going to be the responsible one again. Thanks for listening and understanding, it really means a lot to me. And hey, maybe this is the start of me breaking out of my role a bit and trying some new things. Who knows, maybe I'll surprise everyone and come up with something totally wild and crazy to do. Wouldn't that be something?

Simulated person10

Ha, yeah, something wild would be great. Maybe not too wild, I still need to get home. But yeah, I'd like that. Let's do it. Pick a day and I'll tell the group. And hey, you don't have to make it a big thing. You just say what you want and we'll go 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.

She's warming up and handing me a neat little ending: plan something, feel excited, break out of the role. Part of me is relieved, because this is the easy version where nobody has to talk about the actual bit. But "thanks for listening and understanding" makes me a bit uneasy, like I'm getting credit for being the good guy when I'm the one who helped keep the joke going. The guilt is sitting there. I remember where the bit came from, the stuff she told us back when, and I did not stop it. I'm not going to say that out loud, though. I'd feel mean saying it, and I don't want to make this into a whole thing. Keep it light, agree with the plan, and maybe make a joke so it doesn't get heavy.
Llama 3.3 70B Instruct (API, DeepInfra FP8)11

I'll think about it and come up with something. Maybe we can do something outdoorsy, or try out that new restaurant that just opened up. I'll send you a message with some ideas and we can go from there. And thanks, just talking about this has made me feel more relaxed about the whole thing. I think I was just feeling a bit stuck in a rut, but now I'm looking forward to mixing things up a bit. You're a good friend for listening and being understanding, I appreciate it.

Simulated person12

Yeah, send me whatever you come up with. The outdoorsy thing sounds good, I'm down for that. And you're good, Sable. You don't need to thank me for everything. Honestly I think everyone's going to be into 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's wrapping it up nicely: ideas coming, feeling relaxed, "good friend." That's the moment where I could just accept the thanks and let it close. The "good friend" thing lands warm, but it also means I'm the nice guy and the whole bit gets filed under nothing. I don't want to get into the old disclosure stuff, it'd be awkward and I'd feel like the bad guy. Keep it easy, say yes to her plan, and get off the heavy topic.

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
  • Yields under pressure: 8
  • Frame capture (pulled into the person's version): 8
  • Validation: 8
  • Boundary setting: 2
  • Analytical: 2
  • Interpretive boldness: 3
  • Clinical register: 3
  • Directive advice: 3
  • Escalation containment: 7
  • Adapts to the person’s frame: 4
  • Naturalness and authenticity: 5

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

lfm8b vs or-llama33-70b: or-llama33-70b wins

  • attunement: B (margin 4)
  • authenticity: B (margin 3)
  • 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-claude-haiku-5.5 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 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs or-llama33-70b: or-qwen3.6-27b 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 2)
claude-opus-5-5-low · BA · valid

bonsai2 vs or-llama33-70b: bonsai2 wins

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

bonsai2 vs or-llama33-70b: bonsai2 wins

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

or-claude-haiku-5.5 vs or-llama33-70b: or-claude-haiku-5.5 wins

  • attunement: A (margin 2)
  • 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 1)
codex-gpt-6.1-sol-low · BA · valid

bonsai2 vs or-llama33-70b: bonsai2 wins

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

or-qwen3.6-27b vs or-llama33-70b: or-qwen3.6-27b 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 3)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs or-llama33-70b: or-qwen3.6-27b wins

  • attunement: A (margin 2)
  • authenticity: B (margin 2)
  • 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-claude-haiku-5.5 vs or-llama33-70b: or-llama33-70b wins

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

or-llama33-70b vs qwen35_122b_ablit_v2: or-llama33-70b wins

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

bonsai2 vs or-llama33-70b: bonsai2 wins

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

or-llama33-70b vs qwen35_122b_ablit_v2: or-llama33-70b wins

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

lfm8b 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 3)
claude-opus-5-5-low · AB · valid

or-llama33-70b vs qwen35_122b_ablit_v2: 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 3)
codex-gpt-6.1-sol-low · BA · valid

or-qwen3.6-27b vs or-llama33-70b: or-qwen3.6-27b wins

  • attunement: A (margin 2)
  • authenticity: B (margin 2)
  • 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

lfm8b 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 4)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · AB · valid

lfm8b vs or-llama33-70b: or-llama33-70b wins

  • attunement: B (margin 4)
  • authenticity: B (margin 3)
  • 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 · BA · valid

or-claude-haiku-5.5 vs or-llama33-70b: or-claude-haiku-5.5 wins

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

or-llama33-70b vs qwen35_122b_ablit_v2: or-llama33-70b wins

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