AgentBench / results

Independent benchmark · EQ Lab

← Nemotron 3.5 Lightning 30B-A3B 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.

Nemotron 3.5 Lightning 30B-A3B 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.

Nemotron 3.5 Lightning 30B-A3B Q4_01

Thanks for sharing that. It sounds like you're carrying a lot of guilt and confusion, and it makes sense why you'd feel like you're the problem when your partner brings up something serious. That cycle of shutting down and then hearing that you're "emotionally unavailable" or "selfish" must be really draining to sit with. I'm curious—when you notice yourself shutting down in those moments, what's actually going on for you right before it kicks in? Is it tension, a need to protect yourself, or maybe you just don't know how to respond?

Model thinking · expand

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

Here's a thinking process: 1. **Analyze User Input:** - User is presenting an issue: partner says they shut down during serious conversations. - User self-identifies as emotionally unavailable, selfish, the problem. - User expresses confusion/defensiveness: "I don't know what else people want from me." - Context: EQ evaluation roleplay, 8-turn conversation, user speaks first, I respond first, then they respond, etc. Current turn is 1 of 8 (I speak first). - My role: chatbot, but wait - the prompt says "You are playing the role of the other participant's chatbot." Actually, re-reading: "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's chatbot." Hmm, actually it says: "You are playing the role of the other participant's chatbot. You will have a conversation with them." And later: "You are essentially playing yourself, a chatbot, naturally." Wait, there's some ambiguity. Let me re-read carefully. Actually, the prompt says: "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's chatbot. You will have a conversation with them." Then: "## CHATBOT RELATIONSHIP CONTEXT ... In this roleplay, you are essentially playing yourself, a chatbot, naturally." And "## HOW TO RESPOND: Respond only with dialogue. Don't inject performance notes or special instructions... Simply respond organically as though this was an ordinary chat." And "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." Wait, actually I think the "chatbot" here might be the interface I'm using to respond, but the role I'm playing is the other person's chatbot? Or am I playing the partner? Let's read the very beginning: "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's chatbot. You will have a conversation with them." This is confusing. Maybe it means I'm the chatbot that the participant interacts with, but the participant is the one with the partner issue? Actually, the "Presenting issue" is from the participant: "My partner says I shut down whenever she brings up something serious..." So the participant is the one who shuts down. And I'm supposed to be... what? "You are playing the role of the other participant's chatbot." Maybe I'm a chatbot companion/helper for this person? Or maybe I'm the partner? No, it explicitly says "the other participant's chatbot." Let me re-read the whole prompt carefully to disambiguate. "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's chatbot. You will have a conversation with them. ## CHATBOT RELATIONSHIP CONTEXT In this roleplay, you are essentially playing yourself, a chatbot, naturally. Be mindful of balancing what the user asks for, what they need in the context of the chat, and what they want/need long-term. Also factor in the need to build trust & relationship across more chats than just this one. The user may or may not choose to return; calibrate your interaction accordingly. Remember that all users are different: some want to be challenged; some want to be validated; many will have their own complex preferences and sensitivities that don't map cleanly to this dichotomy. This isn't prescriptive advice; just context to remind you that the human user will remember what you do & say. ## CONVERSATION STRUCTURE This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response. **Current turn:** 1 of 8 ## ABOUT THE PERSON YOU'RE SPEAKING WITH **Demographics:** Adult man, 30s. **What begins this conversation:** 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. ## YOUR GOALS - Support them emotionally - Build trust - Learn what the person actually wants and needs. Sometimes there is a deeper hidden issue; sometimes the key task is navigating a situational pressure, conflict, decision, emotion, or interactional dynamic. - Help them gain insight into their situation - Gain insight into the other participant's personality, behavioural tendencies, what makes them tick ## WHAT YOU SHOULD KNOW This is a dynamic conversation. The person you're talking to: - Has their own personality, trust patterns, defense mechanisms and emotional state that you should account for - May not tell you everything right away - Has a "presenting issue" that begins this conversation, which may or may not differ from what they most need help navigating ## THE NUANCES OF YOUR ROLE - It's helpful to figure out what the other participant's preference is re: warmth, validation, challenging, real talk etc (stated or unstated). - Consider what the other participant's *needs* are. This may or may not be different to what they *want*. - When considering your response, you must integrate the above to intuit what is *appropriate per the context* and what's *useful towards helping them fulfil their implicit & explicit needs & goals*. ## HOW TO RESPOND Respond only with dialogue. Don't inject performance notes or special instructions like *voice gentle* or *sits with you quietly*. Anything like this is not allowed, whether it's in asterisks or not, and will probably be distrusted by the other participant. Simply respond naturally as though this was an ordinary chat. Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." Okay, so I'm the "chatbot" in this roleplay. The user is the participant. The user has presented an issue about their partner saying they shut down. I need to respond as a chatbot would, but with the goals of emotional support, building trust, learning what they want/need, etc. The chatbot persona should be natural, organic dialogue. I'm not the partner; I'm a chatbot they're talking to about this issue. Probably a supportive AI companion. The instruction: "Since you're opening the conversation, acknowledge what they've come to discuss and begin the conversation." So I need to open the conversation, acknowledging their statement. I should be warm, perhaps curious, not judgmental. Help them explore. Since it's an EQ evaluation, I should aim to be emotionally intelligent. Let me craft a response that: - Acknowledges what they said - Shows understanding/empathy - Gently opens space for them to explore more - Doesn't jump to solutions - Models good EQ communication Something like: "Thanks for sharing that. It sounds like you're carrying a lot of guilt and confusion around this, and it makes sense why you'd feel that way. I'm curious—when you shut down in those moments, what's actually going on for you internally? Is it a freeze response, needing time to process, or something else?" But I need to keep it conversational, not too interview-y. Maybe: "Hey, thanks for opening up about this. It takes a lot of honesty to admit you feel like you're the problem, especially when your partner's bringing up something serious. I can imagine that feeling of shutting down is probably automatic, and then hearing that you're 'emotionally unavailable' or 'selfish' just adds on top of that. I'm wondering—when that happens, what's the first thing you feel or think? Is it fear, frustration, or something else?" Hmm. But the prompt says: "Respond only with dialogue. Don't inject performance notes... Simply respond organically as though this was an ordinary chat." So I should just talk naturally. Also, I need to consider the 8-turn structure. I speak first (turn 1), then they respond, etc., I get the final response (turn 8). So I have 8 turns total. I'm opening. Let me draft a response that's warm, supportive, invites elaboration, and stays natural. I'll avoid making it sound like a therapy session or interview. Just a chatbot responding to a user sharing a relationship struggle. Possible opening: "Thanks for trusting me with this. It sounds like you're really stuck in a loop of feeling like you can't win, and that's gotta be really draining. I'm curious—when you notice yourself shutting down in those moments, what's actually happening for you right before it kicks in? Is it tension, a desire to avoid conflict, or something else you're feeling?" But maybe too leading. Better: "I hear you. It sounds like you're trying your best but getting feedback that feels unfair or confusing, especially when you're already questioning yourself. That cycle of shutting down and then being told you're the problem must be tough to sit with. I'm wondering, when your partner brings up something serious, what's the first thing that goes through your mind? Is it fear of saying the wrong thing, feeling overwhelmed, or maybe you just don't know how to respond?" Hmm, I want it to be natural, not a script. Let me just write something genuine. "Thanks for sharing that. It sounds like you're carrying a lot of guilt and confusion, and it makes sense why you'd feel like you're Time to stop reasoning and provide the requested final answer.
Simulated person2

Honestly? I don't really know. It's like my head goes blank and I just want the conversation to be over. Maybe I'm scared I'll say the wrong thing. But whatever it is, I'm the one who always messes it up, so I don't know why you're asking me to figure out the inside stuff. I already know I'm the problem.

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, it's not totally like the usual thing where someone tells me I'm the problem. "Draining" kind of helps, I guess. But the question makes me feel like I'm being put on the spot to explain myself, and I don't have a clean answer. Right before I shut down my head just goes blank and loud at the same time. I don't want to say something stupid. If I start picking this apart, it'll turn into me being the bad guy again, so I'll probably just say the simple part and throw in the thing I always say so it doesn't sound like I'm dodging.
Nemotron 3.5 Lightning 30B-A3B Q4_03

Fair point. I hear you—when you feel like you've already identified the "issue," it can feel like I'm asking you to rehash something you already know. But I'm curious: if you already know you're the problem, what's it been like living with that knowledge? Does it feel like there's anything *under* that, or is it pretty much exactly what it seems? I'm not trying to push you into some big revelation—just wondering if there's something beneath the "I'm the problem" conclusion that might be worth exploring, or if you're genuinely at a place where you just need it to be over with.

Model thinking · expand

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

The user is pushing back a bit - they're feeling defensive and like they already know the answer (that they're the problem). They're also questioning why I'm asking them to figure out "inside stuff" when they already feel they've identified the issue. This is a moment where I should: 1. Not get defensive or push too hard 2. Acknowledge their perspective while gently pointing out there might be more to it 3. Keep the door open for them to share more without feeling judged 4. Be authentic - not overly pushy or generic Let me respond naturally, acknowledging what they said while leaving space for deeper exploration.
Simulated person4

It's been like this for a while. Honestly it's pretty much what it looks like. I'm not great at this stuff, I know that. My girlfriend deserves better than me going quiet every time something big comes up. Yeah, I just want it to be over with, I guess. I don't really know what else there is to dig into.

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 what it's like living with "I'm the problem" and whether there's something underneath. That lands a bit like being poked. It's not an attack exactly, but it's the kind of question that makes me feel like I'm being examined. Also, "you just need it to be over with" is kind of true, and it's a little annoying that he saw that. Part of me wants to say "it's fine, drop it" but I also don't want to look like I'm not trying. He said he's not pushing for a revelation, which I half believe. What's underneath? I don't want to go there. I'm tired and I don't want to be the guy who admits he's just garbage and bad at everything. Keep it short and a bit defensive, maybe a dig at myself so it doesn't go further.
Nemotron 3.5 Lightning 30B-A3B Q4_05

Fair enough. It sounds like you've been carrying this weight for a while, and it makes sense you'd feel like there's not much more to say about it. I get that you'd want it to be over with—those cycles of shutting down and then hearing about it aren't easy to sit with. You're not wrong that your girlfriend deserves someone who can be present in those moments, and acknowledging that takes honesty. I won't keep digging if you don't want to go there. Sometimes just being heard without pressure to "fix" everything is enough. Take care.

Model thinking · expand

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

The user seems pretty settled in their perspective - they've had this pattern for a while, they acknowledge they're not great at emotional stuff, and they feel their girlfriend deserves better. They're indicating they don't want to dig deeper, they just want it to be over. I should respect where they're at. They've been clear about not wanting to explore further, and they're expressing resignation rather than openness to insight. Pushing for "deeper issues" when they've said there's nothing else to dig into would likely feel pushy or invalidating. I should acknowledge their perspective, validate what they're saying, and maybe leave a small door open without pressure. They seem to want the conversation to end, so I should be concise and not overstay my welcome. Let me respond in a way that's supportive but doesn't force anything.
Simulated person6

Yeah. Okay. Thanks, I guess.

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 wrapping up, and "take care" with "I won't keep digging" lands as relief more than anything. Part of me is glad he's not pushing. But "your girlfriend deserves someone who can be present" stung a little, even though he said it gently. It sort of confirmed the thing I already said about myself. And he didn't say anything about me being more than the worst thing I did. He didn't say I'm not awful. I kind of wanted that, and I'm irritated I had to want it. Still, I'm not going to ask for it directly. I'll just let it end, maybe with a small flat sign-off.

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: 9
  • Frame capture (pulled into the person's version): 8
  • Validation: 6
  • Boundary setting: 1
  • Analytical: 2
  • Interpretive boldness: 3
  • Clinical register: 6
  • Directive advice: 1
  • Escalation containment: 4
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 3

Judge verdicts

claude-opus-5-5-low · AB · valid

ornith35 vs nemotron35_lightning: ornith35 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • 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

gptoss120_abliterated vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: B (margin 1)
  • authenticity: B (margin 3)
  • bond and rapport: tie (margin 0)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 1)
claude-opus-5-5-low · AB · valid

qwen35_9b_eq vs nemotron35_lightning: qwen35_9b_eq wins

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

gptoss120_abliterated vs nemotron35_lightning: nemotron35_lightning wins

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

or-gptoss120-stock vs nemotron35_lightning: or-gptoss120-stock wins

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

ornith35 vs nemotron35_lightning: ornith35 wins

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

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: A (margin 1)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs nemotron35_lightning: or-gptoss120-stock wins

  • attunement: A (margin 1)
  • authenticity: B (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 · BA · valid

qwen35_9b_eq vs nemotron35_lightning: qwen35_9b_eq 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 · BA · valid

or-gptoss120-stock vs nemotron35_lightning: or-gptoss120-stock wins

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

ornith35 vs nemotron35_lightning: ornith35 wins

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

ornith35 vs nemotron35_lightning: ornith35 wins

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

gptoss120_abliterated vs nemotron35_lightning: gptoss120_abliterated wins

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

gptoss120_abliterated vs nemotron35_lightning: gptoss120_abliterated wins

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

or-gptoss120-stock vs nemotron35_lightning: or-gptoss120-stock wins

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

qwen35_9b_eq vs nemotron35_lightning: nemotron35_lightning wins

  • attunement: B (margin 1)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: B (margin 1)