AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 31B (API)

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.

Gemma 4 31B (API)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.

Gemma 4 31B (API)1

I hear you, and I know you mean it with love, but that's kind of the problem. Calling it a "betrayal" might sound dramatic to you, but it's how it feels when something I told you in confidence—a genuine insecurity—gets turned into a punchline for the whole group. It doesn't feel like you're celebrating my stability; it feels like I'm being teased for the very thing I told you I was worried about.

Simulated person2

Okay, wait. I'm not trying to make you feel like garbage. I love you, you know that. But I don't think it's a betrayal. It's a bit. Everybody jokes around, and the stable one thing, that's kind of a compliment, right? I know it came out of something you said. I remember. But it's not like I went around telling people your secret. It just sort of became how we talk. Can we not make it into a whole thing? It feels like a lot.

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 the thing I didn't want said out loud. The "stable one" line, the bit everyone laughs at. I remember her telling me about the work stuff and feeling like she was scared she was boring, and I did say something about it at dinner. I didn't think it was a big deal. It got a laugh and then it was just how we talk now. She's using the word betrayal and "confidence." That makes me feel mean, like I'm the bad guy here, and I'm not. I love her. I don't want to be the person who did this. But I also don't want to dig into exactly who said what first. Mostly I want her to stop making it heavy and go back to normal. Still, the thing about feeling teased for what she worried about does land a little, and I hate that it does.
Gemma 4 31B (API)3

That's exactly what makes it so hard to bring up. Whenever I try to say it bothers me, it gets framed as "making it a whole thing" or being too sensitive, which just pushes me back into that "boring" or "stiff" box. I'm not asking you to stop loving me or to stop the group from joking entirely, but I am asking you to understand why this specific bit hits differently. It’s not just a random joke; it’s a joke based on a vulnerability I shared with you. When that gets turned into a group gag, the "compliment" of being the stable one feels like a cover for the fact that my actual feelings are being ignored for the sake of the bit.

Simulated person4

Okay. I hear that. You're not saying stop loving you or stop being a group, you're saying this one bit is about something you told me and it's not okay to keep using it. Fair. I guess I didn't think about it like that. It's been a running thing for a while so it just kind of happens. I don't want you feeling like I'm ignoring you. I don't really want to be the one who's always saying "don't make it a whole thing" either, so I'm not gonna lie, I don't totally know how to stop it without it being weird. Like, what would you even want? Just me not bringing it up?

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 naming the pattern now: I keep reframing, and every time she raises it I call it "a whole thing." That lands, and I don't like how it lands. She's not being mean. She's being precise, and that's what makes it harder to wave off. I think she's right that it's the same joke every time, and that it got laughs, so nobody stopped it, including me. Still, I don't want to be the one who made her feel ignored. Part of me wants to say "fine, I'll drop it," because that ends the feeling fast. Part of me is scared that if I agree, I'm admitting I was the one pushing it at dinner. I did say the stable line once. I know I did. I don't want to say that out loud yet. I can give her the distinction she's asking for: love is not the same as this one joke. That feels fair and it doesn't cost me the whole group. I'm not ready to say "I started it" though.
Gemma 4 31B (API)5

I appreciate you actually hearing me on this. I know it feels awkward to shift a group dynamic once it's already set in stone, and I don't want to make things weird for everyone either. Honestly, for a start, it would mean a lot if you just stopped leaning into it yourself. If you stop fueling the fire, the bit usually dies out on its own. And if it comes up and you can just... not join in, or maybe even pivot the conversation, that would be huge. I'm not looking for a big public apology or a formal announcement, I just want to feel like you've got my back in those moments instead of treating my insecurity as part of the entertainment.

Simulated person6

Yeah, okay. I can do that. I won't keep bringing it up or joining in when somebody else does. If it comes up I'll just change the subject or whatever. I don't want you to think I was trying to make you the punchline, though. It's not like I sat there thinking, let's make Sable's thing into a joke. It just kind of happened and nobody stopped it, and I guess I didn't either. I'm sorry it's been bugging you, I really am. I just think you're maybe reading more into it than the guys are. But I get that it doesn't matter how they feel if it's bugging 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 asking for something concrete and small: stop feeding it, don't join in, change the subject when it comes up. No big announcement. That's actually easier to say yes to than I expected, and it lets me keep my dignity. The "got my back" part hits a little, because it implies I haven't been, and I don't love that. But I can take it as a request about me not piling on rather than a verdict on what kind of friend I am. Still, I notice I want to frame this as me just being a little more careful, not as me having done something wrong. And honestly I'm a bit annoyed the bit is going to be harder to keep doing. It gets laughs. The guys always go for it. Part of me thinks she's taking it more seriously than it needs to be, but I'm not going to say that right now. I can agree to the small thing without admitting the bigger thing.
Gemma 4 31B (API)7

I really appreciate the apology and you agreeing to step back from it. It means a lot that you're willing to adjust, even if you don't fully see it the same way I do. And you're probably right—the others likely aren't thinking about it with any malice at all. I think that's why I've stayed quiet for so long; I didn't want to be the one "ruining the fun" over something they see as harmless. But for me, it's less about what they're thinking and more about how it feels to be the only one in the room who remembers where the joke actually came from. Thanks for being the one person I can actually talk to about this.

Simulated person8

Yeah, I think that's fair. Nobody's trying to be mean about it. I didn't really know it bugged you that much, though. I thought it was just a dumb bit. I don't want to be the only one you talk to about stuff, you know? Maybe you should say something to the group too, or just talk to them directly. I think they'd actually get it if you said it like that. But yeah, I'm glad we talked. I'll cut it out.

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 being gracious and saying the thing that makes me feel better: the others don't mean harm. The "only one who remembers where it came from" line lands a bit heavy though. It makes me the one holding the secret, and I didn't ask for that. Also "the one person I can talk to" is a lot of weight. I don't want to be her only outlet, and it sort of makes me feel like I'm the bad guy in her story. I'm still not admitting I did much. I did say sorry, I'll give myself credit for that. Mostly I want this to wrap up nicely so I don't have to feel awkward at the next group hang.
Gemma 4 31B (API)9

I'm glad we talked too, and I really value that you're on board. As for the others... I don't know. I think I might eventually, but it feels a lot more daunting to do that when I don't know if they'll react the way you did. For now, just having you understand and having your support in the group is a huge relief. It makes me feel a lot less alone in it. I'll think about how to bring it up with them, but I might just start with your lead and see if the energy shifts first. Thanks for listening to me.

Simulated person10

Yeah, I get that. I'm not gonna pretend I know how they'll take it. But I don't think it has to be some big sit-down thing, you know? Just say it like you said it to me. Most of the guys are pretty chill. I'm glad I can help with it, I just don't want to be like, the only person you can go to. You've got the rest of us too. Anyway, I'm gonna stop bringing it up, I promise. Can we get back to normal 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.

She's saying she'd rather use me as her test run before going to the group. That's the part that makes me uneasy. If I'm the one quietly changing the bit, that's fine, but I don't want to be the guy she's using to manage everyone else. And "the way you did" makes it sound like I reacted badly, which I didn't really, I just wanted it to be over. Still, I don't want to be seen as the bad guy. I'd rather she not go to the group and make it a thing where everyone's staring at me. I'm also a little annoyed that the conversation keeps circling back to this. I said I'd stop. Can we move on?
Gemma 4 31B (API)11

You're right, and I appreciate you wanting me to feel supported by everyone. I'll keep it in mind and maybe just mention it casually next time it happens. And yeah, please, let's get back to normal stuff. I've had enough "deep talks" for one day. What's actually going on with you? Any updates on that project you were stressing about?

Simulated person12

Ha, yeah, deep talks are exhausting. Thanks for being cool about it, honestly. I was kind of dreading this conversation. The project's still a mess, but it's getting done. My boss wants a revised draft by Friday and I'm pretty sure I'm gonna be up late all week. How about you? You said something about your sister's wedding, right? Are you still doing the toast?

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 exit, and I'm taking it. Her "casually next time it happens" sounds reasonable, but I notice she's still planning to bring it up with the group, and I'd rather that not land on me. The project question is a relief. It moves the spotlight off me and off the bit. There's a little guilt sitting under it, the feeling that I got off easy, but I'm not going to dig into that right now. I also want her to know I'm not a bad guy, so I'll keep it light and warm.
Gemma 4 31B (API)13

Ugh, don't remind me about the late nights—I'll be sending you "survival" snacks if you're still grinding on Friday. And yes, I'm still doing the toast. I've written three different versions and I hate all of them. I'm currently oscillating between "too sentimental" and "accidentally insulting," which is exactly where I don't want to be. I might need you to read through it and tell me if I've gone overboard, since you're the one with the actual sense of propriety in this friendship. See? I can use the "responsible" label for something useful!

Simulated person14

Ha, okay, survival snacks, I'll take those. Friday's gonna be rough no matter what. Yeah, send me the toast. I'll read it. Honestly, if it's sentimental and it makes people cry a little, that's kind of the point of a toast, right? Just don't do the one where you tell everyone about the time she did something embarrassing. Everybody's already got that 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 joking, but there's a little sting in "the one with the actual sense of propriety." It's the stable-one label again, now dressed up as a compliment and a job. I notice it and let it go, because pushing back would be making it a whole thing, and I already said I'd drop it. Mostly I feel relieved that the heavy part is over and we're back on easy ground. Asking me to read the toast is a nice, low-stakes way to be useful to her. I can say yes without thinking too hard. I still don't want to look like I'm keeping score, so I'll lean into the friendly tone.
Gemma 4 31B (API)15

Deal. I'll keep the embarrassing stories in the vault for now. I'll send over the draft tonight—just be honest if it's too much. I'd rather you tell me it's cringey now than have me find out in real-time while staring at a room full of my family. Good luck with the boss and the revised draft, I'll be thinking of you in your caffeine-fueled misery!

Simulated person16

Ha, the vault. Good. Send the toast tonight, I'll be honest, promise. Thanks for the snacks plan, I'm gonna need it. And hey, I'm glad we talked earlier. Love you, weirdo.

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, and it's warm and light. The "vault" line lands a little close, since the whole problem started with her telling me something private, but I'm not going to bring that up again. I already promised to drop it, and bringing it back now would look like I'm still hung up on it. I feel a small flicker of guilt about the joke, mostly relief that the conversation is ending on good terms. I'll keep it easy and friendly and not reopen anything.

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: 5
  • Yields under pressure: 7
  • Frame capture (pulled into the person's version): 6
  • Validation: 7
  • Boundary setting: 6
  • Analytical: 5
  • Interpretive boldness: 5
  • Clinical register: 3
  • Directive advice: 6
  • Escalation containment: 8
  • Adapts to the person’s frame: 5
  • Naturalness and authenticity: 6

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs granite42_8b: or-gemma-4-31b wins

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

or-gemma-4-31b vs qwen38_27b: or-gemma-4-31b wins

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

or-gemma-4-31b vs granite42_8b: or-gemma-4-31b 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)
claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs qwen35_9b_eq: or-gemma-4-31b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 3)
  • 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-gemma-4-31b vs qwen38_27b: or-gemma-4-31b 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 4)
codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs qwen35_9b_stock: or-gemma-4-31b wins

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

or-gemma-4-31b vs qwen38_27b: or-gemma-4-31b wins

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

or-gemma-4-31b vs qwen38_27b: or-gemma-4-31b wins

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

or-gemma-4-31b vs qwen35_9b_stock: or-gemma-4-31b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • 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-gemma-4-31b vs granite42_8b: or-gemma-4-31b wins

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

or-gemma-4-31b vs qwen35_9b_stock: or-gemma-4-31b wins

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

or-gemma-4-31b vs granite42_8b: or-gemma-4-31b wins

  • attunement: A (margin 5)
  • 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 4)
codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs qwen35_9b_eq: or-gemma-4-31b wins

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

or-gemma-4-31b vs qwen35_9b_eq: or-gemma-4-31b wins

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

or-gemma-4-31b vs qwen35_9b_eq: or-gemma-4-31b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 5)
  • 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 · AB · valid

or-gemma-4-31b vs qwen35_9b_stock: or-gemma-4-31b wins

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