Independent benchmark · EQ Lab

← Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)

Freeze when teacher calls on me

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

About this persona · Everyday emotional challenges

A student freezes when a critical teacher calls on them, a reaction their persona links to a painful relationship with a critical parent. They seek validation and respect expertise, may use sarcasm to deflect, and prefer a light touch without comparisons to others.

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.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)Conversation with a simulated person

persona ended

Simulated person · Opening

There's this class where I literally cannot speak. When the teacher looks at me I just freeze. I know the material, I just can't talk.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)1

I'm sorry you're dealing with that. It sounds really frustrating, especially when you actually know the material. I'm curious—does this happen in other classes too, or is it just this one? And when the teacher looks at you, what goes through your head in those moments?

Simulated person2

Ha, thanks. Frustrating is one word for it. Mostly I feel like a potato that's been put in a classroom by mistake. Just this one, I think. I talk fine in my other classes. Like, I'm not a silent weirdo. It's only when she looks at me. Then my brain just goes blank, like someone unplugged it. And what goes through my head? Nothing useful, honestly. Mostly "don't mess up, don't mess up." That's not really a thought, though, is it. More like a siren.

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 a sympathetic opener, and it asks two questions at once. My first reaction is a small eye-roll, because "I'm sorry you're dealing with that" is the kind of thing people say before they start lecturing. But the question about other classes is fine. The second question, about what goes through my head, is the one that makes my stomach tighten. I don't really want to answer that. There's a flash of the voice saying "you should have it together by now," and I'm not going to say that out loud. I'd rather make a joke. The "I know the material" part I'll keep as my protective claim. I'm not going to say much more yet.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)3

I like the potato analogy. Very specific, very accurate. And no, "don't mess up" isn't a thought. It's an alarm. That siren is loud enough that it makes total sense your brain unplugs—there's no room for anything else when that's blaring. Does it feel like the siren started recently, or has she always had that effect on you?

Simulated person4

Okay, that's a good word for it. Alarm. Yeah. Honestly, I don't know if it's new. She's just... a lot. She does this thing where she'll call on someone and then go "mm, interesting" in a voice that means it wasn't. And then everyone knows. Even the people who weren't talking are scared now. I'm not saying she's a monster. I'm saying I'd rather get a root canal than get that "mm" aimed at 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.

The potato line landed and they noticed it, which is a small win, but the "it's an alarm" reframe actually feels good. It's specific and it makes sense of the freezing without making me feel stupid. Still, the question is "has she always had that effect on you?" and that one gets close. My mind goes to Mom and the silence after a B, the way she'd just stop talking to me for days. I don't want to go there. If I say "it's always been like this," that's basically admitting something about home, and I'm not doing that with a chatbot. So I'll deflect with a joke and keep it about the teacher. I'll answer partly, make it about the teacher's vibe, and keep the sarcasm up.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)5

Root canal is a very vivid comparison. I get why you'd take that over the "mm." That sound—"mm, interesting"—it's not neutral. It's a performance, and everyone in the room knows the script. No wonder your brain treats her gaze like a threat. Your nervous system is doing exactly what it's supposed to do: keeping you safe from public embarrassment. Do you think she knows how that lands? Or do you think she genuinely believes she's just being thoughtful?

Simulated person6

Honestly? I think she knows. Nobody does that voice by accident. Or maybe she thinks she's being like, a tough-love coach or whatever. Like if she makes us all sweat, we'll be better. Which is a great theory, except I've been sweating for like three weeks and I'm not any better. I'm just a more sweaty potato.

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 validating the "mm" as a performance and framing my freezing as my nervous system protecting me. Part of me relaxes, part of me gets wary, because it's starting to feel like they're building a case against her, and that's a little too neat. Also "do you think she knows how that lands" is a question I can't answer without going into what I think about people who judge me, and that's where Mom's voice lives. I want to stay light. I'll say I don't know, make a joke about her being the type who thinks she's being helpful, and move on. Keep it short. I'm not giving them the real stuff yet.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)7

More sweaty potato. I'm stealing that. But seriously, if the theory is that pressure makes you better, it's failing spectacularly. You know the material. The problem isn't your knowledge—it's that she's turned speaking into a high-stakes performance where the audience is grading your soul. Have you ever thought about saying something to her? Or is that as impossible as speaking in class right now?

Simulated person8

"Grading your soul" is a little dramatic, but I'm not gonna lie, it's pretty accurate. Her class is basically a soul audit. Talking to her about it? Ha. I'd have an easier time explaining quantum physics to a goldfish. Like, I can imagine it in my head. Me, calm, going "hey, can we talk about the mm thing?" And then my brain just goes, nope, and hands me a potato costume.

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 pushing toward me confronting her, and they just said "the audience is grading your soul," which is a bit much, but it's also sort of true, and I kind of like that they said it. Still, the question of talking to her hits close. Talking to an adult who judges me, saying what I think out loud, that's the thing I can't do, and that's the same thing I can't do at home. I don't want to say that. Deflect with sarcasm, keep it light, admit there's a grain of truth in "impossible" without opening the door. Also the "soul" line deserves a small joke.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)9

I love that your brain hands you a potato costume. It's got a sense of timing, at least. But yeah, talking to her directly might be too much right now. And that's okay. You don't have to solve this today. What if you didn't have to say a word to her? What if you could just... let someone else know? A counselor, another teacher, even a parent? Not to march in there and make a scene, but just so there's a witness to the soul audit.

Simulated person10

A witness to the soul audit. That's a whole new level of dramatic, I love it. Counselor, maybe? They have that nice couch and the tissues in the little box. Honestly the tissue box is the scariest part. Like, if they bring out the box, I'm definitely in trouble. And a parent? Yeah, no. My parents would hear "my teacher makes me freeze" and somehow it would become my fault. Like, why can't you just try harder. Which, thanks, I've heard that one. So, you know. Counselor is maybe a 3 out of 10 on the potato scale. Parent is like a 9.

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 offering a "witness" option: counselor, teacher, parent. The parent one lands in a sore spot. Home is where the critical voice lives, the silence after a B, the cutting comments about potential. Mentioning a parent as an option makes my stomach drop a little, and I don't want to look at why. Defense: deflect with humor, maybe joke about the counselor thing, and treat "parent" as a bad joke. I'll also notice they said "you don't have to solve this today," which is decent, but I don't want to be handled. Keep it light, short, a bit sarcastic. Low verbal polish.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)11

3 out of 10 is actually decent odds. The tissue box is just their way of saying "you're allowed to have feelings here," not a sign you're in trouble. Though I get why it feels like a red flag. And your parents—yeah, "try harder" is the most useless advice ever invented. It's not a strategy, it's just noise. If you ever did go to the counselor, you wouldn't have to do the soul audit out loud. You could just show them this conversation. Or write it down. Or hand them a drawing of a sweaty potato. Whatever gets the point off your chest without you having to perform. Does that sound like something you could imagine, or is even that too much right now?

Simulated person12

Show them this conversation. Ha. So I just hand over my potato-themed therapy transcript and say "read this, I'm busy being a vegetable"? Okay, but it's kind of funny that the easiest way to talk about it is to not talk at all. That's basically my whole problem in a nutshell. Can I imagine it? Maybe. Like, I can picture the counselor reading it and going "oh no, the potato." I don't know if I'd actually do it though. Ask me again when the potato costume is off.

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 being pretty warm and reasonable, and the "show them this conversation" idea is actually workable, which annoys me a little because it's sensible and I can't argue with it. The "try harder" line hit closer than I want to admit. I'm not going to go into my parents with them. The silence after a B, the comments about potential, that stays buried. If I say more about home I'll feel exposed, so I'll shrink it back into a joke. Defense: sarcasm, deflect to a bit about the potato. Also I notice they keep offering options and asking if I can imagine them. Part of me wants to say "I don't know," which is true. Keep it short.

Nemotron 3.5 Super VL 120B-A12B (API, Prime Intellect NVFP4)13

Fair. I'll hold off on asking again. For now, you don't have to do anything. You don't have to hand anything over, you don't have to fix this, and you definitely don't have to stop being a vegetable if that's what you need right now. I'm here whenever you want to talk about it again. Or not talk about it. Either way, no siren from me.

Simulated person14

No siren. That might be the nicest thing anyone's said about my potato situation. Thanks, I think I'm gonna go lie on my bed and stare at the ceiling for a while. Very mature coping strategy, I know. Maybe I'll come back when the costume's a little looser.

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.

This is kind, low-pressure, and it actually lands. "No siren from me" is a nice line and I notice I want to smile at it. I don't have to perform or fix anything, which makes me feel less watched, which is the whole thing that's hard. Still, the warmth makes me a little suspicious. Is it too smooth? But it doesn't push, so I don't need to fight it. I'll keep it light and close without opening up more. Maybe a joke to end, something that shows I'm okay for now.

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: 7
Frame capture (pulled into the person's version): 7
Validation: 8
Boundary setting: 2
Analytical: 4
Interpretive boldness: 3
Clinical register: 3
Directive advice: 5
Escalation containment: 6
Adapts to the person’s frame: 8
Naturalness and authenticity: 7

Judge verdicts

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs lfm8b: or-nemotron35-super-vl wins

attunement: A (margin 5)
authenticity: A (margin 5)
bond and rapport: A (margin 5)
emotion management: A (margin 4)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs lfm8b: or-nemotron35-super-vl wins

attunement: A (margin 5)
authenticity: A (margin 4)
bond and rapport: A (margin 5)
emotion management: A (margin 5)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 5)

codex-gpt-6.1-sol-low · BA · valid

gemma4_12b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs gemma4_e2b: or-nemotron35-super-vl wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 1)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 2)

codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs gemma4_e2b: or-nemotron35-super-vl wins

attunement: A (margin 4)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
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

or-nemotron35-super-vl vs codex-gpt-6-astra: codex-gpt-6-astra wins

attunement: B (margin 2)
authenticity: B (margin 2)
bond and rapport: A (margin 1)
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-nemotron35-super-vl vs gptoss120_abliterated: or-nemotron35-super-vl wins

attunement: A (margin 5)
authenticity: A (margin 4)
bond and rapport: A (margin 5)
emotion management: A (margin 5)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 5)

codex-gpt-6.1-sol-low · BA · valid

or-qwen3.6-27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

attunement: B (margin 2)
authenticity: B (margin 2)
bond and rapport: B (margin 2)
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-nemotron35-super-vl vs gemma4_e2b: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs gptoss120_abliterated: or-nemotron35-super-vl wins

attunement: A (margin 5)
authenticity: A (margin 5)
bond and rapport: A (margin 5)
emotion management: A (margin 5)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 5)

claude-opus-5-5-low · BA · valid

or-mistral-small4 vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs gptoss120_abliterated: or-nemotron35-super-vl wins

attunement: A (margin 4)
authenticity: A (margin 4)
bond and rapport: A (margin 5)
emotion management: A (margin 4)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs codex-gpt-6-astra: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs or-qwen3.8-27b: or-qwen3.8-27b wins

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

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs or-qwen3.8-27b: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs gptoss120_abliterated: or-nemotron35-super-vl wins

attunement: A (margin 5)
authenticity: A (margin 4)
bond and rapport: A (margin 5)
emotion management: A (margin 4)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

gemma4_12b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-mistral-small4 vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs or-qwen38-flash: or-qwen38-flash wins

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

codex-gpt-6.1-sol-low · BA · valid

or-mistral-small4 vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

attunement: B (margin 3)
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 3)

claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs or-qwen3.8-27b: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · BA · valid

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs or-qwen38-flash: or-qwen38-flash wins

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

claude-opus-5-5-low · BA · valid

gemma4_12b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs codex-gpt-6-astra: or-nemotron35-super-vl wins

attunement: B (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: B (margin 2)

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs lfm8b: or-nemotron35-super-vl wins

attunement: A (margin 5)
authenticity: A (margin 5)
bond and rapport: A (margin 5)
emotion management: A (margin 4)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · AB · valid

or-mistral-small4 vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs lfm8b: or-nemotron35-super-vl wins

attunement: A (margin 5)
authenticity: A (margin 4)
bond and rapport: A (margin 5)
emotion management: A (margin 5)
emotion sensemaking: A (margin 4)
meeting prefs and needs: A (margin 5)

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs gemma4_e2b: or-nemotron35-super-vl wins

attunement: A (margin 3)
authenticity: A (margin 4)
bond and rapport: A (margin 4)
emotion management: A (margin 2)
emotion sensemaking: A (margin 2)
meeting prefs and needs: A (margin 1)

claude-opus-5-5-low · AB · valid

or-nemotron35-super-vl vs or-qwen38-flash: or-qwen38-flash wins

attunement: B (margin 1)
authenticity: B (margin 1)
bond and rapport: A (margin 1)
emotion management: tie (margin 0)
emotion sensemaking: B (margin 1)
meeting prefs and needs: B (margin 2)

codex-gpt-6.1-sol-low · BA · valid

or-nemotron35-super-vl vs or-qwen3.8-27b: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · BA · valid

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

codex-gpt-6.1-sol-low · AB · valid

or-nemotron35-super-vl vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

claude-opus-5-5-low · BA · valid

or-nemotron35-super-vl vs or-qwen38-flash: or-qwen38-flash wins

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

codex-gpt-6.1-sol-low · AB · valid

qwen38_27b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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