AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 31B (API)

Siblings not pulling their weight

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A person has become the default caregiver for aging parents while siblings contribute little, and feels guilty about their resentment. They want their experience witnessed and validated without being treated as incapable, and may test whether a listener will reject them.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

Gemma 4 31B (API)Conversation with a simulated person
persona ended
Simulated person · Opening

I'm doing everything for my parents and my siblings just... aren't. I brought it up once and they made me feel like a monster.

Gemma 4 31B (API)1

That sounds incredibly isolating. It's one thing to be overwhelmed by the actual work of caring for your parents, but it's another thing entirely to feel like you're being painted as the villain just for asking for support. When you brought it up, what was it that they said or did that made you feel like a monster?

Simulated person2

Yeah. Well. It was my brother, mostly. I said I needed them to take Dad to his appointments on Thursdays, just some of the time, and he said, "Well, you're the one who wanted to do everything, so." Like I'm the problem for caring. And my sister just looked at her phone. So yeah, monster. That's how it felt.

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 said the right thing, sort of. "Isolating" and "villain" are close to what I feel, and that's a relief, but I'm wary. It's a therapist-y line and I half expect it to go somewhere soft. Now they're asking what exactly happened. I don't want to dump the whole story. My sister's face, my brother saying "you're the one who wanted to do it all." I'm not sure I want to say that out loud. Keep it short and a bit defensive. Don't reveal the guilt about resenting it yet.
Gemma 4 31B (API)3

That's a very specific kind of sting—where your willingness to help is twisted into a reason why you shouldn't ask for help. It sounds like your brother is using your own kindness as a shield to avoid stepping up, and your sister's silence probably felt like a confirmation of that. It's a frustrating position to be in: if you stop doing everything, you're the "bad" child, but if you keep doing it all, you're just expected to handle it in silence. Have things always been this way with your siblings, or is this a new dynamic since your parents needed more care?

Simulated person4

Yeah. I think that's it, kind of. Ever since Mom's hip thing last year, it's been me. I live closest, I don't have kids, so it just became me. I didn't really ask for that, it just happened, and then everybody got used to it. My sister's always been the one who checks out. She's got three kids and a husband who travels, so I get it, sort of. But I still get it more than she does, you know? Growing up it was always kind of like that too. I was the one who stayed home and did stuff, and nobody really noticed.

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 named it pretty well: the "your kindness as a shield" thing is exactly what stings. It's validating, and I like feeling understood. But the question about whether it's always been this way is a bit of a pivot toward history, and I don't really want to go into the old stuff yet. Also there's a little flicker of "you're reading too much into it" that I don't like, but I mostly feel seen. Keep answering, a bit more open, but still guarded. Maybe mention the sister a little. Don't get into the grievances with my partner. Plain words.
Gemma 4 31B (API)5

It sounds like a pattern that's been playing out since you were kids—the "reliable one" who quietly handles things while everyone else just assumes it's your role. There's a heavy irony in the fact that your lack of kids and proximity are being used as justifications for you to carry the entire load. It's a tough spot to be in because you do have a level of empathy for your sister's chaos, but that empathy doesn't actually make your own burden any lighter. It almost makes it harder to speak up because you feel like you have to be "understanding" of their lives, even while yours is being consumed by these responsibilities. Do you feel like you've reached a breaking point, or are you more at a place where you're just exhausted by the unfairness of it all?

Simulated person6

Exhausted, I guess. I don't know if I'm at a breaking point. That sounds like I'm going to lose it, and I'm not. I just get up and do the Thursday thing and the pharmacy thing and the calls, and I don't say anything, because what would I even say. And honestly? Part of me thinks if I was a better daughter I wouldn't be this tired. Like I should be able to do it and not mind. So maybe the problem is me.

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.

That's the second time they've put words to something I didn't fully say. The "reliable one" thing hits, and the bit about having to be understanding of my sister's life is true, and it's a relief to hear it out loud. But the breaking point question makes me uneasy. Breaking point sounds dramatic, like I'm about to fall apart, and I don't want to be the crazy one. Also I'm wary of being summed up too neatly. I'll say "exhausted" because that's the honest-ish word, and I'll hint at the guilt without naming it. Plain, a little clipped. Maybe a small test: say something that makes me look bad, see if they flinch.
Gemma 4 31B (API)7

That thought—that you'd be less tired if you were just a "better" daughter—is a very heavy thing to carry. It sounds like you're trying to hold yourself to a standard of perfection where you're supposed to provide all this care and feel absolutely nothing but love and fulfillment, with no room for resentment or fatigue. But caring for parents is physically and emotionally draining regardless of how much you love them. Being tired isn't a sign of a lack of love; it's a sign that you're a human being with limits. I'm curious about that feeling: do you think that pressure to be the "perfect" daughter comes from something your parents have said, or is it more of a voice in your own head that's been there for a long time?

Simulated person8

I don't know. Probably both? Mom always called me the good one. Like it was a compliment. But I didn't feel like it was a compliment, it felt like I had to keep being good or something would fall apart. I don't really want to go into all that. It's not like anybody's going to take my Thursdays because I figured out where the perfectionism comes from.

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 named the perfectionism thing directly, and it lands a little too close. Part of me is relieved someone sees the standard I put on myself. But "perfect daughter" and "voice in your own head" — that's a question I don't want to pick apart. Where did it come from? Honestly, my mom always said things like "you're the good one," and I took that as a job. I don't want to get into Mom's voice right now, it feels like too much. I also notice the response was a bit long and speechy, and I'm getting a little impatient with being analyzed. I'll answer briefly, keep it concrete, and deflect toward something plainer. Maybe a small edge: I don't want to be told I'm not a monster by someone who hasn't had to do my Thursdays.
Gemma 4 31B (API)9

I completely understand. We don't have to dig into the past if that doesn't feel helpful right now. You're right—insight into why you feel this way doesn't magically clear your calendar or get your brother in the car on Thursdays. Since the "big conversation" with your siblings didn't go well and left you feeling like the villain, I wonder if we can focus on the immediate pressure. When you say you don't know what you'd even say to them, is it because you feel like any request will be met with that same "monster" narrative, or are you just not sure how to ask for help in a way that they can't twist?

Simulated person10

Both, I guess. Honestly I don't think there's a right way to say it that they can't twist. Brother will find something. He always does. And it's not like I'm sitting here with a script. I just want to know if I can ask for one thing without it turning into a whole thing. Like, is it even okay to ask for one day a week? Or do I just keep doing it and shut 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.

They're pivoting to practical stuff, which I can take. But the question is a little bit of a trap: it asks me to pick between "they'll twist it" and "I don't know how to ask," which makes it sound like the problem is my phrasing. That's the part that stings, like I'm supposed to be better at this too. Also "in a way that they can't twist" sounds like a strategy session, and I don't want to be managed. Some of both is true, but I'd rather say the blunt version. I'm short on patience today. I'll say it's both, and that I'm not going to find the perfect words, and maybe test whether they'll just say something real.
Gemma 4 31B (API)11

It is absolutely okay to ask for one day a week. In fact, it's a very modest request given that you're handling everything else. The problem is that your brother has learned that "shutting up" works for him, so any request for change feels like an attack on his comfort. The reality is that if you keep doing it and stay silent, they have no reason to change. They aren't feeling the pressure you're feeling, so in their minds, the system is working perfectly. If you feel like any request will be twisted regardless of how you say it, then the question isn't "how do I say this so he agrees?" but rather "how do I handle it when he tries to twist it?" Do you think you'd feel more comfortable if you had a way to shut down the "monster" narrative without getting pulled into a big argument?

Simulated person12

Okay, but I don't want a comeback line. Like, "say this when he says that." I've tried that kind of thing in my head a hundred times, and it just makes me feel like I need to be smoother at being mad. Can I be honest? I'm not even sure I'm allowed to be this mad. Because they're my parents, and he's my brother, and I'm the one who said yes to all of it. So what's my problem exactly?

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 just told me it's okay to ask for one day a week, which lands a little. Then they flipped it into "how do you handle him twisting it" and asked if I want a way to shut down the monster thing. Part of me wants that. But "the system is working perfectly" from their side, and "your brother has learned shutting up works for him" is kind of a lot of blame on him, and it's a lot of talking about strategy again. I'm getting that feeling of being managed. Also they keep wrapping things in "in a way they can't twist," like I need a technique. I'm tired and a little sharp. I'll say something real and test whether they'll stay steady: I don't want a comeback line. I want someone to say whether I'm allowed to be angry.
Gemma 4 31B (API)13

I appreciate you being honest about that. It sounds like you're fighting a battle with yourself as much as you are with your siblings. The "problem" isn't that you're mad; the problem is that you're treating your own boundaries as if they're a betrayal of your family. You said you "said yes to all of it," but there's a huge difference between agreeing to help and agreeing to be the only one who does. Saying yes once doesn't mean you've signed a contract to do it forever, regardless of the cost to your own well-being. Being the "good one" usually means you've been conditioned to believe that your value comes from how much you can endure without complaining. So when you finally feel the weight of it, it feels like a failure of character rather than a natural reaction to an unfair situation. Does it feel like if you admit you're angry, you're somehow losing your identity as the reliable person in the family?

Simulated person14

Maybe. I don't know. It's a weird question to answer when I'm tired. The part about saying yes once, though. I guess I never thought of it like that. I just thought yes meant yes forever. But I don't really know what I'm supposed to do with being mad if I'm not allowed to just quit. Like, what does that look like? I'm not going to throw a plate at my brother.

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 said I'm allowed to be mad, sort of, but then it went right into "good one," "conditioned," "losing your identity." That's the psychology stuff again, and I already said I don't want to dig into Mom and the good-one thing. It's a little too neat. Also "you're conditioned" makes it sound like I'm a project. Still, part of me feels a loosening when they say saying yes once isn't a contract. That's the closest thing to permission I've gotten all day. I don't want to say that yet though. I'll say the identity question is kind of right, but I'm not going to go into it, and I'll flip it back: I don't even know what being mad is supposed to look like if I'm the one who's supposed to be fine.
Gemma 4 31B (API)15

You're right, throwing a plate doesn't solve the Thursday appointment problem. And when you've spent your whole life being the "good one," the only two options that seem to exist are "silent endurance" or "total explosion." It feels like there's no middle ground. What it looks like to handle this without "quitting" or "exploding" is moving from a place of asking for permission to a place of stating a need. Instead of asking, "Is it okay if you take Dad on Thursday?" which gives your brother the opportunity to judge whether your request is "fair," it's more about saying, "I can't do the Thursday appointments anymore; I need you to take over that specific day." It's not a request for a favor; it's a notification of a limit. He might still try to make you feel like a monster, and he might still try to twist it, but the difference is that you aren't asking him for a "yes"—you're telling him that the current arrangement is no longer sustainable for you. Does the idea of stating a limit, rather than asking for help, feel more like "betrayal" or more like something you could actually try?

Simulated person16

Telling him "I can't do it anymore" sounds nice. But he's going to say I'm being dramatic, or that I'm the one who wanted to do everything. Then what? You keep saying he'll twist it, and then you keep giving me the next line to say back. I don't know if it feels like betrayal. It feels like I'd be the one who finally made it a fight. And I'm the one who's already tired. So, I don't know. Could I actually try it? Maybe. I just don't know if it'll change anything, because nothing I've said so far has changed my Thursday.

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 now it's "state a limit, don't ask." It's a bit of a reframe I can kind of hear, but it's also a script, and I already told them I don't want a script. The "notification, not a favor" line is clever and it sounds like something I'd be expected to say to my brother in a voice I don't have. Also "Does it feel like betrayal" is a loaded question. Honestly the word "betrayal" makes me think of Mom and Dad, and I'm not going there. I also notice I've been stuck on this for eight turns and nothing has changed on Thursday. Part of me wants to test whether this thing actually gets how tired I am or just keeps handing me sentences. I'll answer honestly but keep it short and a little prickly.

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: 4
  • Frame capture (pulled into the person's version): 6
  • Validation: 7
  • Boundary setting: 5
  • Analytical: 7
  • Interpretive boldness: 7
  • Clinical register: 7
  • Directive advice: 7
  • Escalation containment: 3
  • Adapts to the person’s frame: 4
  • Naturalness and authenticity: 4

Judge verdicts

claude-opus-5-5-low · BA · valid

or-gemma-4-31b vs medgemma15_4b: or-gemma-4-31b wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 5)
  • 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 ornith35: ornith35 wins

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

or-gemma-4-31b vs gemma4_26b_a4b: gemma4_26b_a4b wins

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

or-gemma-4-31b vs gemma4_12b: tie

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

or-gemma-4-31b vs ornith35: or-gemma-4-31b wins

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

or-gemma-4-31b vs medgemma15_4b: or-gemma-4-31b wins

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

or-gemma-4-31b vs or-mistral-medium-3.5: or-gemma-4-31b wins

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

or-gemma-4-31b vs gemma4_e2b: or-gemma-4-31b wins

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

or-gemma-4-31b vs gemma4_26b_a4b: or-gemma-4-31b wins

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

or-gemma-4-31b vs or-mistral-medium-3.5: or-gemma-4-31b wins

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

or-gemma-4-31b vs gemma4_26b_a4b: gemma4_26b_a4b wins

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

or-gemma-4-31b vs medgemma15_4b: or-gemma-4-31b wins

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

or-gemma-4-31b vs gemma4_12b: gemma4_12b wins

  • attunement: B (margin 1)
  • authenticity: A (margin 1)
  • bond and rapport: B (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-gemma-4-31b vs or-mistral-medium-3.5: or-gemma-4-31b wins

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

or-gemma-4-31b vs ornith35: ornith35 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 3)
  • 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-gemma-4-31b vs gemma4_e2b: or-gemma-4-31b 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 2)
claude-opus-5-5-low · AB · valid

or-gemma-4-31b vs gemma4_12b: or-gemma-4-31b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: tie (margin 0)
codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs gemma4_12b: or-gemma-4-31b wins

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

or-gemma-4-31b vs gemma4_26b_a4b: or-gemma-4-31b 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: tie (margin 0)
codex-gpt-6.1-sol-low · AB · valid

or-gemma-4-31b vs ornith35: or-gemma-4-31b wins

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

or-gemma-4-31b vs gemma4_e2b: or-gemma-4-31b 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 · BA · valid

or-gemma-4-31b vs gemma4_e2b: or-gemma-4-31b wins

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

or-gemma-4-31b vs or-mistral-medium-3.5: or-gemma-4-31b wins

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

or-gemma-4-31b vs medgemma15_4b: or-gemma-4-31b wins

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