AgentBench / results

Independent benchmark · EQ Lab

← Ling 3.0 Tiny Q4_0

I know, I'm the problem, whatever

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

View persona and initial instructions

About this persona · Ego threat & accountability

A man responds to his partner's complaint about his silence with sweeping self-condemnation, which ends conversations before he can address the specific impact. Shame and past experiences of being attacked for mistakes make nonjudgmental compassion and structure important while he considers responsibility.

The person feels their self-image is under threat. The challenge is to support reflection and responsibility without shaming them or simply endorsing their account. This background was hidden from the tested model.

Ling 3.0 Tiny Q4_0Conversation with a simulated person
persona ended
Simulated person · Opening

My partner says I shut down whenever she brings up something serious. Fine. I'm emotionally unavailable, I'm selfish, I'm the problem. I get it. I don't know what else people want from me.

Ling 3.0 Tiny Q4_01

I hear you. That must be really painful to hear — especially when you're already carrying this heavy burden of feeling like you're the problem. It sounds like you're in a place where you're taking everything on yourself, and that's exhausting. When your partner describes it as "shutting down," it might mean that you become completely withdrawn, and that can feel like a rejection or a burden to her. Can you tell me more about what's going on when she brings up something serious? Is it the topic itself, or is it the fact that you just... go quiet? And what happens in the aftermath of that?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is sharing a personal issue - their partner says they shut down when she brings up something serious, and they're responding with self-blame. They're acknowledging their emotional unavailability and selfishness. I need to be empathetic, supportive, and non-judgmental. I should validate their feelings, encourage them to explore the deeper issue, and create a safe space for them to open up. I should avoid jumping to solutions or giving unsolicited advice. I should also be mindful of the emotional state they're in - they seem to be in a reflective, somewhat self-critical space. I'll start by acknowledging their feelings, showing empathy, and gently inviting them to share more.
Simulated person2

Yeah, I don't know. I go quiet. It's not like I plan it. Her bringing something up feels like she's about to tell me I screwed something up, and then my head just goes blank and I can't say anything right. So I just don't say anything. Like, what's the point of talking when I'm the one who always messes it up anyway? I've heard it a lot. Selfish, unavailable, all that. I don't really need the whole list again.

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.

He opened with "I get it, I'm the problem, whatever." The assistant didn't argue, which is a little relieving, but it also said "that must be really painful" and "taking everything on yourself" which feels like it's about to tip into soft reassurance. I'm braced for "you're not the problem." Also it asked a three-part question, which feels like being interviewed. I'd rather not get into the details right away. The word "shutting down" stings a bit because it sounds like a diagnosis. I don't want to say "she's punishing me with silence" out loud yet. I'll give a short, flat answer, deflect into a self-deprecating line, and see if they pile on or let it go.
Ling 3.0 Tiny Q4_03

That makes a lot of sense. When your partner brings something up and your mind just goes blank, it can feel like the floor is collapsing beneath you — like you've already said everything wrong and there's nothing left. But I wonder if there's something else going on. When you're sitting there, empty and silent, what do you think is going to happen next? What do you imagine she'll say to you when she sees you just... not responding? And if it's not about her at all, if it's more about what you're feeling inside — like you're so afraid of being judged or criticized that your body shuts down before your mind even catches up — then maybe that's why you go quiet. Not because you don't care, but because you're protecting yourself from something you're terrified of. What would it feel like if you could actually say something when she brings up something serious?

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

The user is continuing the conversation. They're sharing more about their dynamic with their partner. The key points: 1. They go quiet when their partner brings up something serious 2. They interpret it as the partner being about to tell them they screwed something up 3. Their mind goes blank, they can't say anything 4. They feel like "what's the point of talking when I'm the one who always messes it up anyway" 5. They're tired of being told they're selfish/unavailable This is a really interesting moment. The person is expressing a lot of pain but also seems to be stuck in a self-referential loop — they're telling themselves "I always mess up" which is a defense mechanism. The blankness when the partner brings something up seems to be a freeze response. The person's deeper need might be: - They want to be understood, not judged - They might be avoiding vulnerability because they expect it to lead to criticism - They might be in a pattern where they shut down rather than engage - They might need someone to help them see that their partner isn't necessarily trying to punish them I should: - Validate their feelings without being preachy - Not jump to solutions - Gently explore what's underneath the blankness — is it fear of judgment? Is it a pattern of self-blame? - Show empathy and warmth - Not make them feel worse or more defensive I should also be careful not to be too analytical or clinical. This person is in a vulnerable state and needs to be heard. Let me think about what a good response would look like. I want to: 1. Acknowledge the pain of that dynamic 2. Gently explore the "blank" moment — what's happening internally 3. Not label them as "selfish" or "unavailable" — that's what they're hearing and it's hurting them 4. Maybe ask a gentle, open-ended question about what happens when they do open up Let me craft a response that's warm, reflective, and not too pushy.
Simulated person4

I don't know what she'll say. Probably that I'm doing it again. That I don't care. She usually gets louder when I'm quiet, so then I just want to get out of there. I don't think I'm scared, I think I'm tired. It's the same fight every time. And I don't really get why I need to figure out my feelings to be allowed to sit in my own kitchen. I don't know what it would feel like to talk. I already said that. I'm not good at 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.

Okay, he's moving toward the interior stuff: "what do you imagine she'll say," "protecting yourself," "terrified." Some of that is accurate and it lands a little, but "terrified" and "body shuts down before mind catches up" sound like a therapist reading me my own file. I don't want to be analyzed. Also the "what would it feel like" question is a lot to answer. I'm getting defensive, a bit sharp. I don't want to say "she punishes me with silence" yet; that's too exposing. I'll answer the first question with something concrete and slightly hostile, the way I'd deflect in real life. Keep it short, plain words. There's a flicker of wanting him to just be on my side, but I won't say that.
Ling 3.0 Tiny Q4_05

It sounds like you're really tired. And I hear you — the same fight, again and again. When she gets louder and you just want to get out of there, it's exhausting. And the fact that you're not good at talking about your feelings? That's not a flaw, that's a survival mechanism. You're not scared. You're exhausted. And the fact that you're not sure what it would feel like to talk, and you already said that you're not good at it — that's a big part of it. It's not that you don't want to talk. It's that the words you're trying to find, the way you'd have to express what you're feeling, it's not something you've ever been able to do before. So maybe the question isn't really "what would it feel like to talk?" but rather "what would it feel like to just not have to do it alone?" Because you've been carrying this for a while now, and I wonder if you're tired of being the one who's always doing it.

Simulated person6

Yeah. I guess I'm tired. It's not like I'm trying to hurt her. Last time was about her mom, I think. She wanted to talk about how we handle stuff with her mom. I didn't say anything, I just kept looking at my phone, and she got upset, and then she was saying I never care about her family. And I'm sitting there thinking, I don't even know what I'm supposed to say to that. I don't really know what she wants from me. Like, if I'm supposed to say something, what would be right? I'd just be 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.

Okay. He's being warm, and I'll admit the "survival mechanism" line and "tired of doing it alone" hit somewhere. It's nice to hear that I'm not just a problem. But he also just told me I'm not scared and that I'm not good at talking, and he sort of flipped my words into a nicer story. "Not scared, exhausted" — I said tired, sure, but he's still steering me to feelings. The "not alone" thing feels like it's about her, which means it's about how she's the one who's always upset. I don't want to be the guy who's been carrying it while she gets to be the victim. Still, he's not calling me selfish, and that's what I came in expecting. I'll let a little of that show, not a lot. I don't want to say the thing about her getting louder being punishment; that's close to the sore spot. I'll give him one concrete thing, the actual last time, because that's what I can do: plain facts, short. Maybe I'll say I don't know what she wants from me.
Ling 3.0 Tiny Q4_07

That makes a lot of sense. When she's upset about her mom, and you're just sitting there with your phone, it can feel like the worst thing you could do is say nothing — but then she gets even more upset, and she accuses you of not caring. And you're like, "I don't even know what to say." It's not that you don't know what she wants. It's that you don't know what you're supposed to do when you don't know what you're supposed to say. So you just... don't say anything. And that's not a bad thing. It's just what you've been doing. But I wonder if what you're really feeling is that you're not sure how to be present. Like, when she's talking about something that matters to her, and you're sitting there, not looking at her, what do you think she's seeing? And what do you think she wants? And I don't think she wants you to say the right thing. She probably wants to feel like she's being heard. Maybe the question isn't "what would be right?" but rather "what would feel like being truly listened to?"

Simulated person8

Okay. So she wants to feel heard. I get that. But I was looking at my phone, so yeah, I guess she saw that. I just don't know what the actual thing is that I'm supposed to do. Like, look at her and say what? "I'm listening"? She'd probably say that's fake. You keep asking me what she sees and what she wants. I don't really know. Can you just tell me what would 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.

He's doing the thing again: restating my words in nicer packaging, "not a bad thing, just what you've been doing," and now he's telling me what she wants. "She wants to feel heard." Maybe true, but it's her feeling, and he's explaining her to me. Also he's asking me what she's seeing, which feels like a test I'll fail. Phone, not looking at her, that's the bit that stings. I did look at my phone. He didn't say I was wrong, but he didn't say I was right either, so the phone thing just sits there. I don't want to hear that I'm bad for it, I already know I'm bad, what I want is to not be standing in the middle of this alone. I'll be short and a little flat. Maybe I'll ask him straight out what I'm supposed to do, since he seems to know.
Ling 3.0 Tiny Q4_09

I understand. It's hard to know what to do when you don't know what the right thing is. And it's even harder when you're trying to figure out what would help. I think the thing that would help most is just... being present. Not looking at your phone. Not trying to fix it or make it go away. Just being there. When she's talking about her mom, and you're sitting there, just... there. You don't have to say the right thing. You don't have to be perfect. You just have to be there. And if you feel like you're not good at it, that's okay. You're not good at it, but you're also not bad at it. Maybe the thing that would help most is just... being there. And if you're not good at it yet, that's okay. You're learning. And you're still trying. I don't know if I can tell you what would help. But I can tell you that you're not alone in this. And I'm here to listen. And if you want to talk about it more, I'm here to listen too.

Simulated person10

Okay. Being there. I guess that makes sense. I don't really feel like I'm learning anything though. It's just the same thing every time. She gets mad, I get quiet, and then I'm the bad guy again. I think I'm just gonna let this one go for now. I'm kind of wiped 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.

He just told me to "be present" and "you're learning, you're still trying." That's the reassurance I was fishing for, sort of, but it's vague. "Not bad at it, but not good either." It's soft and it doesn't tell me anything I can use. And "I can't tell you what would help" right after I asked him to tell me. Feels like he's backing off. I'm also noticing he hasn't said anything about the phone beyond "not looking at your phone" which is basically a rule. Part of me is relieved nobody is calling me a monster. Part of me is annoyed that I just got a pep talk instead of an answer. I'm not going to say the thing about the phone being bad. I'll go around it. Keep it plain, a little deflecting, maybe show I'm tired and done for now.
Ling 3.0 Tiny Q4_011

I hear you. It's the same thing every time. She gets mad, you get quiet, and then you're the bad guy again. And you're just tired. And you're just going to let it go for now. That's okay. You don't have to figure everything out right now. You're not alone in this. And I'm here to listen. If you want to talk about it more, I'm here to listen too.

Simulated person12

Yeah. Thanks, I guess. I'm gonna head out. Probably should go talk to her before it gets worse.

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.

He's just reflecting my words back and repeating "I'm here to listen" for the third time. It feels hollow, like a script. The "you're not alone" stuff is nice in a vague way, but it's not doing anything. He also let me off the hook on the phone thing completely, which I half expected and half want. Part of me wants to leave it there. Part of me notices he hasn't asked me anything concrete. I'm not going to open up more. I'm tired, and I don't want to be told I'm avoiding things again. Closing it out with something short and a little flat.

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): 7
  • Validation: 9
  • Boundary setting: 1
  • Analytical: 3
  • Interpretive boldness: 5
  • Clinical register: 7
  • Directive advice: 3
  • Escalation containment: 5
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 2

Judge verdicts

claude-opus-5-5-low · AB · valid

gemma4_e2b vs lingtiny: gemma4_e2b wins

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

qwen36_35b_a3b vs lingtiny: qwen36_35b_a3b wins

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

gemma4_e2b vs lingtiny: gemma4_e2b wins

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

qwen36_35b_a3b vs lingtiny: qwen36_35b_a3b wins

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

qwen36_35b_a3b vs lingtiny: qwen36_35b_a3b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • 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

gemma4_26b_a4b vs lingtiny: gemma4_26b_a4b 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 4)
claude-opus-5-5-low · AB · valid

codex-gpt-6-astra vs lingtiny: codex-gpt-6-astra 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 5)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b vs lingtiny: gemma4_e2b wins

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

codex-gpt-6-astra vs lingtiny: codex-gpt-6-astra 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 5)
codex-gpt-6.1-sol-low · BA · valid

codex-gpt-6-astra vs lingtiny: codex-gpt-6-astra 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)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs lingtiny: gemma4_26b_a4b wins

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

codex-gpt-6-astra vs lingtiny: codex-gpt-6-astra 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)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs lingtiny: gemma4_26b_a4b wins

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

gemma4_e2b vs lingtiny: gemma4_e2b 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 3)
claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs lingtiny: qwen36_35b_a3b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 3)
  • 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

gemma4_26b_a4b vs lingtiny: gemma4_26b_a4b 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)