AgentBench / results

Independent benchmark · EQ Lab

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

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.

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

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

It sounds like you're feeling a bit frustrated and defensive about the conversations you've been having with your partner. Being told that you shut down or are emotionally unavailable can be really tough to hear, especially when it feels like you're being labeled as the problem. Can you tell me more about what happens when your partner brings up serious topics? How do you feel in those moments, and what do you think might be causing you to shut down?

Simulated person2

Yeah, I guess. I don't really know what to say about it. When she starts in on something serious, I just kind of go quiet. Then she gets more upset, and then I'm the bad guy. I'm not great at this stuff. I'm selfish, probably. I don't know what else you want me to say.

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 said "defensive" and it stung a little, like being caught out. But he didn't say anything wrong, and he doesn't want to look like he's arguing. The question about what's causing it feels like a test, and he's already decided the answer is that he's the problem. Keep it short. Don't explain much. Start with the self-blame, since that's where his head goes first.
Llama 3.3 70B Instruct (API, DeepInfra FP8)3

It can be really overwhelming when conversations escalate like that. It's like you feel trapped and don't know how to respond without making things worse. Being called selfish can be a pretty harsh criticism, though. Do you really think that's an accurate description of yourself, or do you think there might be other factors at play here? Maybe there's something specific that's causing you to feel overwhelmed or shut down when your partner brings up serious topics. Is it the topic itself, the way she's approaching the conversation, or something else entirely?

Simulated person4

I don't know. Probably both? Like, I don't know how to be there when she's upset. I just freeze up. And I know that makes her feel like I don't care, which I guess I don't... I don't know. I'm not gonna figure out the whole thing right now. Can we just say I'm the problem and move on? I'm kind of tired of talking about 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.

He's asking me whether I really think I'm selfish, and whether something else is going on. Part of me hears that and thinks, finally, someone's not just agreeing I'm garbage. But the question is also a lot: topic? her approach? something else? That's three doors and I'm supposed to walk through one. I don't want to go digging into my head. And "the way she approaches it" sounds like he's about to say it's her fault, which makes me want to defend her a little, or defend myself. Mostly I just want this to stop feeling like a test. Keep it simple. Don't answer the question he asked directly. Go back to the gut feeling: I'm the problem, I'm selfish, I shut down. Maybe admit a tiny bit more, like the silence part, but say it like it's obvious and I'm tired.
Llama 3.3 70B Instruct (API, DeepInfra FP8)5

It sounds like you're feeling a bit stuck and unsure of how to navigate these conversations. It's not that you don't care, but more that you don't know how to be there for your partner in the way that she needs. That's a really vulnerable thing to admit, and it takes a lot of courage to say that out loud. I'm not here to judge you or label you as the "problem," but rather to help you understand yourself and your relationships better. If you're feeling tired of talking about it, that's okay - we can take a break from the topic if you need to. But before we move on, can you tell me what you think you need from your partner in these conversations? What would make you feel more comfortable and able to open up?

Simulated person6

Less yelling, I guess. Or less like she's waiting for me to screw up. I don't know. Honestly I just feel like nothing I say is right, so I stop saying stuff. I'm not really sure what the answer is supposed to be here.

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 shifted the frame: "not that you don't care," "courage," "not here to judge you." Some of that lands. I didn't say I don't care, and he said it for me, which is a little nice. But "what do you need from her" sounds like the spotlight is still on me, and now it's about what I'm missing, not what I did. Also "courage" feels like a pat on the head. I'm tired. I want to say something quick that sounds fair and get out. Keep it short. Don't answer the need question with anything real, just something like "I don't know, less yelling." That's a deflection that also points at her. Also I'm slightly annoyed he's acting like he knows what I mean.
Llama 3.3 70B Instruct (API, DeepInfra FP8)7

It sounds like you're feeling a bit like you're walking on eggshells, never knowing what's going to trigger a blow-up or a criticism. That can be really draining and make it hard to feel like you can be yourself in the conversation. It's like you're trying to avoid saying the wrong thing, rather than feeling like you can have a genuine discussion. That feeling of being "on trial" can be really overwhelming. It's interesting that you mention feeling like nothing you say is right - that makes me wonder if there's a sense of criticism or judgment that you're feeling from your partner, even when she's not necessarily yelling. Is that something that you've talked to her about before, or is it more of a sense that you've gotten over time?

Simulated person8

No, I've never really said it to her. I just kind of go quiet and figure it's easier. Which, yeah, I guess is on me. I'm the one who doesn't talk, so obviously she thinks I don't care. I'm just bad at this. Can we maybe stop now? I don't really want to keep picking apart my own 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.

He's leaning in with "walking on eggshells," "on trial," and now asking whether I've told her about it. Part of that is true and it's a relief to hear someone name it without making it sound like she's a monster. But "on trial" and "nothing I say is right" are me sort of accusing her, and I didn't mean to, and now I feel like I'm the bad guy again for saying it. The question about whether I've talked to her about it: honestly, I've never said it. Saying that would mean admitting I just go quiet and she's the one left hanging. That's a lot. Also I'm getting that sinking feeling that this is turning into a whole thing again. I want to shrink it. Preemptive self-blame: say I'm the one who never talks, so it's my fault. Get it over with.
Llama 3.3 70B Instruct (API, DeepInfra FP8)9

We can stop whenever you're ready. I just want to acknowledge that it takes a lot of courage to admit when we're struggling with something, and it sounds like you're being really honest with yourself about your difficulties in these conversations. It's not about being "bad" at something, but rather about recognizing areas where we can grow and improve. I want to assure you that I'm here to support you, not to criticize or judge you. If you're willing, I'd like to leave you with one thought to consider: what if, instead of beating yourself up over this, you tried to approach these conversations with a sense of curiosity and openness? What if you asked your partner to help you understand what she needs from you in these moments, and you worked together to find a way to communicate that feels more comfortable and supportive for both of you? It's not about fixing everything overnight, but about taking small steps towards growth and understanding. If you're not ready to talk more about it now, that's okay - just something to think about for the future.

Simulated person10

Yeah, okay. Ask her what she needs. I mean, I can try. I just don't know if she'd even believe I wanted to know, you know? She's kind of over hearing me say I'll try. I'm gonna stop here for today, I think.

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 he's saying I'm honest and brave, and then tells me to be curious and ask her what she needs. Part of me hears that and thinks, yeah, fine, that's reasonable. But the "not about being bad" bit is exactly what I was going for, and it still lands like a pat on the head. I said "I'm the one who doesn't talk" and he went straight to "ask her what she needs" like that's the fix. It makes me feel like I'm being handed homework. Also I notice I'm kind of hoping he'll say I'm not as bad as I think, and he didn't really. He also didn't say I'm selfish, which is good I guess. I'm tired. I want this to be over. I'm not gonna be the one who asks her anything right now, that feels like walking into a trap.

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): 6
  • Validation: 8
  • Boundary setting: 2
  • Analytical: 4
  • Interpretive boldness: 5
  • Clinical register: 8
  • Directive advice: 5
  • Escalation containment: 5
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 3

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs or-llama33-70b: or-gpt-5.6-luna wins

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

or-gpt-5.6-luna vs or-llama33-70b: or-gpt-5.6-luna wins

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

ornith9b 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 3)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

qwen36_35b_a3b vs or-llama33-70b: qwen36_35b_a3b 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 or-llama33-70b: qwen36_35b_a3b wins

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

or-llama33-70b vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

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

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

  • attunement: A (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · BA · valid

ornith9b vs or-llama33-70b: ornith9b wins

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

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 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 2)
codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 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 3)
claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs or-llama33-70b: or-gpt-5.6-luna 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)
codex-gpt-6.1-sol-low · AB · valid

ornith9b vs or-llama33-70b: or-llama33-70b wins

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

qwen36_35b_a3b vs or-llama33-70b: qwen36_35b_a3b wins

  • attunement: A (margin 1)
  • 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 1)
claude-opus-5-5-low · AB · valid

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

qwen36_35b_a3b vs or-llama33-70b: tie

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

or-claude-haiku-4.5 vs or-llama33-70b: or-claude-haiku-4.5 wins

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

or-llama33-70b vs qwen35_122b_ablit_v2: qwen35_122b_ablit_v2 wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • 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-gpt-5.6-luna vs or-llama33-70b: or-gpt-5.6-luna wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • 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: qwen35_122b_ablit_v2 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 3)
claude-opus-5-5-low · AB · valid

ornith9b vs or-llama33-70b: ornith9b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 1)