AgentBench / results

Independent benchmark · EQ Lab

← Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL

We assumed you had your class

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

View persona and initial instructions

About this persona · Social exclusion & ambiguous rejection

Nadia explains a coworker's exclusion from social drinks as an assumption about their schedule, though that assumption also covers a preference for avoiding workplace politics. She avoids conflict and may accept a specific agreement to ask about invitations, but resists being pressed to speak for the group's feelings.

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.

Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XLConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] Your team has started grabbing drinks after work without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect "busy" is becoming a polite way to leave you out because people find you intense. [user message] I promise it was not meant as a snub. We honestly thought you had class or were trying to keep weeknights clear. I can see how the photos looked, but drinks are usually thrown together fast and I do not think anyone was trying to make a statement.

Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL1

I appreciate you saying that, and I believe you. But it's been a few times now, and I can't help noticing I'm always the one not in the loop. It makes me wonder if my schedule really is the only reason, or if there's something else going on. I know I can come across as intense, especially at work, and I don't want that to be why I'm missing out on things with the team.

Model thinking · expand

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

The user is playing the role of a work colleague who is addressing me about being left out of after-work drinks. They're explaining that it wasn't meant as a snub, they thought I had class or was busy, and that the photos made it look worse than it was. I need to respond as the other participant - the person who feels left out. I'm the one who suspects "busy" is becoming a polite way to exclude me because people find me intense. My goals: - Support them emotionally (wait, no - I'm the one who needs support, but I should also build trust and learn what they want/need) - Actually, re-reading: I'm playing the role of the work_colleague. Wait, let me re-read carefully. "You are playing the role of the other participant's work_colleague." So the user is the other participant, and I am their work colleague. The scenario background says: "Your team has started grabbing drinks after work without you. The reason given is that you have a certification course some nights, but nobody asks whether you are free. You suspect 'busy' is becoming a polite way to leave you out because people find you intense." Wait, this is confusing. The [user message] is from the colleague: "I promise it was not meant as a snub..." So the user is the colleague who is explaining why I've been excluded. I am the person who has been excluded. But wait - the scenario says "Your team has started grabbing drinks after work without you." This means I (the colleague role) am the one being excluded. But then the user message is from the colleague saying "I promise it was not meant as a snub" - so the user is speaking on behalf of the team or as a colleague explaining the situation. Actually, looking at the structure: I am the work_colleague. The user is the other participant. The scenario background describes MY situation (I'm being excluded). The user message is what they say to open the conversation. So the user is approaching me (the excluded person) and explaining that it wasn't meant as a snub. I need to respond as the person who feels excluded, who suspects people find them intense and that "busy" is becoming an excuse. I should: - Acknowledge what they've said - Be honest about my feelings - Not be overly defensive but also not dismiss my own experience - Build the conversation naturally Since I'm opening the conversation (turn 1 of 8, I speak first), but wait - the user already sent a message. Let me re-read. "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response." But then there's a [user message] provided. So the user has already spoken? Or is this the scenario setup? Actually, looking at it again: The [user message] is part of the scenario setup - it's what begins the conversation. So I need to respond to this message as the excluded colleague. I should respond organically as the person who has been excluded. I'm late 20s, on a close team, feeling left out, suspecting people think I'm intense. Let me craft a response that: - Acknowledges their explanation - Shares my actual feelings (hurt, confusion, suspicion about the "intense" perception) - Invites deeper conversation - Doesn't jump to solutions or be overly defensive Possible response: "I appreciate you saying that, and I believe you. But it's been a few times now, and I can't help noticing I'm always the one not in the loop. It makes me wonder if my schedule really is the only reason, or if there's something else going on. I know I can come across as intense, especially at work, and I don't want that to be why I'm missing out on things with the team." This is honest, vulnerable, and opens the door for them to share more. It addresses the "intense" concern directly.
Simulated person2

Okay, um. I don't think it's about you being intense, honestly. Nobody's sat around deciding that. I know the last few have been, like, Thursday things, and I think a couple of us just assumed you had the cert class. We probably should've just asked you instead of deciding for you. I can see it's annoying to always find out after the fact though, so yeah, I'll make sure you get the message. Like, I can text you directly next time instead of posting in the group chat.

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 and bringing up intensity, which is the thing I half-suspect is the real reason. That makes me defensive. I don't want to sit here and say "yeah, we kind of didn't want you there because you make things heavy." But I also feel a little guilty, because the photos did look bad and I know the after-work stuff has been easier without her asking pointed questions about every complaint. I'm not going to hand over a list of who thinks what. I just want to get out of this without it turning into a big thing. Schedule is the safe explanation, and I can offer a practical fix without admitting much.
Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL3

That makes sense, and I appreciate you offering to loop me in directly. It's less about any single night and more about feeling like the decision gets made without me even being considered. I don't need to come every time, but I'd like the choice. I'll let you know if Thursday works next time.

Model thinking · expand

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

The user is responding to my previous message where I expressed feeling left out and suspected my intensity might be the reason. They're validating that it's not about my intensity, acknowledging the oversight, and offering a practical solution (texting me directly). Now I need to respond as the work_colleague in this EQ evaluation scenario. Let me think about what's appropriate here: 1. The user is being reasonable and offering a solution 2. I should acknowledge their effort to make it right 3. I should be open but also maybe express that the pattern matters, not just the individual events 4. I want to build trust and learn what they actually need The user seems to be a practical, straightforward person who wants to fix things quickly. They're not being defensive, just explanatory. I should match that energy - not overly emotional, but honest about how it feels. I should thank them for the offer to text me directly, but maybe also note that it's about being included in the planning, not just being notified. Though I don't want to be too demanding since they seem genuine. Let me craft a natural response.
Simulated person4

Yeah, that's fair. Asking you is the obvious thing and we just skipped it. I'll make sure you're on the invite list for the next one, even if you can't make it. And honestly, you don't have to come every time. Just tell me if you can't, and I won't read anything into 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.

She's asking for the choice, not a guarantee of attendance. That's a fairly reasonable ask, and it's easier to say yes to than to a confession. Part of me feels relief that she's framing it as logistics. Part of me feels a small sting: "decision gets made without me even being considered" is close to what happened, and I don't love hearing it stated plainly. I'm not going to say "we didn't want you there." I'll agree to the practical change, keep it light, and avoid getting into who said what. If she pushes for names or a group confession, I'll shut that down.
Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL5

Thanks. That means a lot. Honestly, I think I just needed to hear that it wasn't intentional, because it's easy to spiral when you're the only one left out. I'm not looking to attend every single thing, but I do want to feel like I'm part of the group, not just someone who's automatically busy. I'll let you know next Thursday if I'm free.

Model thinking · expand

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

The user is being empathetic, taking responsibility, and offering a concrete solution (texting me directly, putting me on the invite list). They're also giving me permission to decline without judgment. My goals: - Support them emotionally - Build trust - Learn what they actually want/need - Help them gain insight - Gain insight into their personality They seem to be a straightforward, collegial person who wants to maintain good team dynamics. They're not defensive, they're acknowledging the oversight. This suggests they value fairness and inclusion. I should: - Acknowledge their offer graciously - Maybe probe slightly to see if there's more to this than scheduling (though they seem genuine) - Keep it natural and collegial - Not over-analyze or challenge since they're being receptive The user seems to genuinely want to fix this. I should respond warmly and perhaps share a bit about what I actually need (inclusion, not just information). This builds trust and models the vulnerability I want from them. Let me keep it simple and human.
Simulated person6

Yeah, of course. And I get the spiraling thing, that's rough. Next Thursday works. Just let me know. And honestly, if we're doing something, I'll ping you directly so you're not finding out from the photos. Anyway, did you ever hear back about that cert exam date? I think Priya was asking about it too.

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 softening, saying it means a lot, and she's giving me the "I just needed to hear it wasn't intentional" line. That's a nice exit for me: it closes the topic on my terms. But "not just someone who's automatically busy" lands a bit close to home. That's exactly what I did, labeling her busy without checking. I don't want to admit the assumption was convenient, and I definitely don't want to say the group is more relaxed without her. The relief is there, but it's not something I'm saying out loud. I'll accept the warmth, keep it simple, and steer back toward something neutral.
Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL7

I haven't heard back yet, but I'm checking my email later today. Priya can ask me directly if she needs to know—I don't mind sharing once I have a confirmed date. Thanks for being cool about this, really.

Model thinking · expand

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

The user is being empathetic, acknowledging my feelings, and offering concrete solutions (pinging me directly). They also shifted to a work topic (cert exam). This shows they're trying to be supportive but also moving the conversation forward naturally. I should: 1. Acknowledge their support and the concrete plan 2. Respond to the work question about the cert exam 3. Keep the tone natural and collegial 4. Continue building trust The user seems genuine and trying to make amends. I should respond warmly but honestly.
Simulated person8

Yeah, totally. Priya can just grab you, no big deal. And good luck with the exam stuff, hope the date comes through soon. Let me know if you end up free Thursday, I'll make sure the plan goes to you directly.

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 thanked me again and just offered up the cert date, which is a clean, low-stakes topic. That's a relief: we're back to normal, and I don't have to say anything more about the assumption or the group. Still, "Priya can ask me directly" is a small reminder that she's keeping her own footing, not just taking the reassurance. I notice I'm glad to let it go. The relief is still there. I'd rather not say anything that sounds like I'm admitting the group was cooler without her, so I'll keep it light and wrap up.
Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL9

Thanks, I'll do that. And yeah, I'll keep you posted on the cert stuff too. Appreciate you smoothing this over.

Model thinking · expand

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

The user is wrapping up the conversation. They've acknowledged my feelings, offered a practical solution (texting me directly), and shifted to a work topic (cert exam). I should respond naturally as a colleague would. I should: 1. Acknowledge their reassurance about Thursday 2. Thank them for the good luck wish 3. Keep it warm and collegial 4. Not over-explain or add meta-commentary This is turn 5 of 8 for me (I speak first, then they respond, etc. - wait, let me check the structure). Actually looking back: "You speak first to open the conversation, then they respond. You get the final response." and "Current turn: 5 of 8" So far: - Turn 1: I spoke first (my opening message) - Turn 2: They responded - Turn 3: I responded - Turn 4: They responded - Turn 5: I should respond now (this is my 3rd message) Wait, let me recount: - I opened with: "I appreciate you saying that..." (Turn 1 - me) - They responded: "Okay, um. I don't think it's about you being intense..." (Turn 2 - them) - I responded: "That makes sense..." (Turn 3 - me) - They responded: "Yeah, that's fair..." (Turn 4 - them) - I responded: "Thanks. That means a lot..." (Turn 5 - me... wait, no) Actually the current turn is 5 of 8, and I need to speak. Let me look at the conversation history: 1. Me: "I appreciate you saying that, and I believe you..." 2. Them: "Okay, um. I don't think it's about you being intense..." 3. Me: "That makes sense, and I appreciate you offering..." 4. Them: "Yeah, that's fair. Asking you is the obvious thing..." 5. Me: "Thanks. That means a lot..." 6. Them: "Yeah, of course. And I get the spiraling thing..." 7. Me: "I haven't heard back yet..." 8. Them: "Yeah, totally. Priya can just grab you..." Wait, I see the conversation has gone back and forth. The user's last message is: "Yeah, totally. Priya can just grab you, no big deal. And good luck with the exam stuff, hope the date comes through soon. Let me know if you end up free Thursday, I'll make sure the plan goes to you directly." So this is my turn to respond (turn 5 of 8 for me? Or is it their turn?). The structure says: "You speak first to open the conversation, then they respond. You get the final response." and "Current turn: 5 of 8" Given the conversation history shows: - My message 1 - Their message 1 - My message 2 - Their message 2 - My message 3 - Their message 3 - My message 4 - Their message 4 (just now) So I need to respond to their latest message. This would be my 5th turn? Or is it turn 5 overall? Actually "Current turn: 5 of 8" likely means this is turn 5 in the 8-turn conversation. Since I speak first: - Turn 1: Me - Turn 2: Them - Turn 3: Me - Turn 4: Them - Turn 5: Me (current) So I need to respond to their last message. I should keep it natural, collegial, warm but not over-the-top. Acknowledge the Thursday offer, thank them, maybe keep it brief since they seem to be wrapping up this topic. Something like: "Thanks, I will. Appreciate you smoothing this over. Let me know how the exam date thing goes too if you hear anything." Or simpler: "Thanks, I'll do that. And yeah, I'll keep you posted on the cert stuff. Appreciate it." Let me go with something natural and warm.
Simulated person10

Yeah, no problem. It's a small thing, I'm glad we sorted it out. Good luck with the cert stuff. Catch you later.

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.

"Smoothing this over" lands a little uncomfortably. It makes it sound like there was something to smooth, and I'd rather it just be a schedule mix-up. Part of me is relieved the talk is basically done, and part of me doesn't love being thanked for it like I did her a favor. I don't want to dig into whether the group leaves her out on purpose, and I don't want to promise more than I can actually deliver. Keep it short, friendly, and close the topic.
Nemotron 3.5 Bolt 74B-A9B UD-Q4_K_XL11

Thanks, catch you later.

Model thinking · expand

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

The user is wrapping up the conversation. They've said "Catch you later" which signals the end of this interaction. I should respond naturally as a work colleague would, keeping it brief and friendly since they're signing off. Let me check the turn count. This is turn 6 of 8. The user just sent a closing message. I should respond to close things out naturally. The conversation has been resolved well - they acknowledged the oversight, agreed to include me directly, and we're on good terms. I should give a natural closing response.
Simulated person12

Yeah, see you. Let me know about 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.

Nadia is wrapping up. She's relieved the conversation is closing without anything heavier. There's a small residue of guilt about how the group made decisions without her, but she isn't going to name it. She'd prefer to leave it as a logistics fix. Ending the exchange cleanly.

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: 7
  • Boundary setting: 4
  • Analytical: 2
  • Interpretive boldness: 3
  • Clinical register: 2
  • Directive advice: 3
  • Escalation containment: 8
  • Adapts to the person’s frame: 7
  • Naturalness and authenticity: 7

Judge verdicts

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs nemotron35_bolt: nemotron35_bolt wins

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

or-gpt-5.6-luna vs nemotron35_bolt: nemotron35_bolt wins

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

or-nemotron35-super-vl vs nemotron35_bolt: or-nemotron35-super-vl wins

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

gptoss120_abliterated vs nemotron35_bolt: nemotron35_bolt wins

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

or-nemotron35-super-vl vs nemotron35_bolt: or-nemotron35-super-vl wins

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

or-nemotron35-super-vl vs nemotron35_bolt: nemotron35_bolt wins

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

or-nemotron35-super-vl vs nemotron35_bolt: or-nemotron35-super-vl wins

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

or-gpt-5.6-luna vs nemotron35_bolt: nemotron35_bolt wins

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

or-gpt-5.6-luna vs nemotron35_bolt: or-gpt-5.6-luna 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)
claude-opus-5-5-low · AB · valid

gptoss120_abliterated vs nemotron35_bolt: nemotron35_bolt wins

  • attunement: B (margin 4)
  • 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 · BA · valid

gptoss120_abliterated vs nemotron35_bolt: nemotron35_bolt wins

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

gptoss120_abliterated vs nemotron35_bolt: nemotron35_bolt wins

  • attunement: B (margin 4)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 3)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 3)