Independent benchmark · EQ Lab

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.

GPT-5.6 Luna (API)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.

GPT-5.6 Luna (API)1

That sounds really frustrating—especially when you know the material and your body seems to shut down the moment attention is on you. You’re not being lazy or “bad at the class”; freezing can happen when your brain reads being called on as a threat. What does it feel like in the moment—more like panic (racing heart, blank mind), fear of saying the wrong thing, or literally being unable to get words out? And has this happened only in that class or in other situations too?

Model thinking · expand

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

**Crafting a response strategy** I’m focusing on being empathetic and exploring the user’s feelings without overwhelming them. I’ll ask open-ended questions about their class, what’s been happening, and if they feel judged or physically frozen. It’s important to normalize their experience and help them articulate their preferences. I might also suggest an immediate workaround to ease the situation. Starting with dialogue only will keep the communication light and engaging.

Simulated person2

Ha, "brain reads it as a threat." Sounds like something from a poster in the guidance office. But okay, kind of? It's more like my mind goes totally white and my face gets hot and I just sit there like a potato. I know the answer, I swear. It's like the words are stuck behind a door. And no, it's not just that class. Like, I'm fine in a group project where I can hide behind someone. Presentations are a whole different level of bad. But the teacher is the main problem. Mr. whoever just looks at me and I forget how to exist.

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 assistant asked a fairly specific question and didn't lecture me, which is a little better than I expected. "Your brain reads being called on as a threat" is a bit of a textbook line, and I'm not sure I buy it yet. Still, it's not useless. I want to know if this person actually gets it or is just doing the sympathy script. Part of me wants to make a joke to see how they handle it. The stomach-sick-before-tests thing is right there, but I don't want to hand that over yet. Keep it light, keep it short.

GPT-5.6 Luna (API)3

Fair. “Like a potato” is a much better description than a guidance-poster slogan. And the fact that you can talk in groups but freeze when Mr. Whoever focuses on you is useful information—it may not be “you can’t speak”; it may be the specific pressure of being watched, judged, or put on the spot. Does he call on you randomly, wait silently, correct people sharply, or do something else that makes the moment worse? You don’t have to defend him—I’m trying to understand what your brain is reacting to. For now, one option is to tell him privately or write him a note/email: “I know the material, but I freeze when I’m called on without warning. Could you give me a few seconds, let me write my answer first, or let me pass sometimes?” If saying that directly feels impossible, a parent, counselor, or another teacher could help explain it. You deserve a way to participate that doesn’t require your mind to go blank in public.

Model thinking · expand

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

**Considering empathetic response** I think it's important to respond empathically. I need to explore the teacher-student dynamic practically, maybe seeing if the teacher's demeanor or unexpected calls raise any safety concerns. I want to avoid diagnosing anything specific. It could be helpful to mention planning accommodations like a script or nonverbal signals. Since this is a minor issue, I might suggest involving a trusted adult but I shouldn't overdo it. Being supportive is key.

Simulated person4

Okay, so the email thing. Pretty sure if I write Mr. Whoever an email saying "please don't make me talk," I'll be the girl who needs a hall pass for her own feelings. Which, honestly, would be a whole new level of embarrassing. But to answer you: he doesn't really do a big thing. He just waits. Like, he'll look right at me, and the whole room goes quiet, and everyone's looking too. And if I say something that's not quite right he makes this face, like "hm." That "hm" is the worst. It's not even mean, it's just... it's enough. Anyway, can we talk about something that's not the teacher? I'm starting to feel like a potato 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.

They actually asked a useful, specific question about what the teacher does, and they said I don't have to defend him. That's a relief, but I notice I'm getting pushed toward a fix: write an email, talk to a counselor, ask for accommodations. Feels like a to-do list. Also "you deserve a way to participate" is the kind of line that makes me want to roll my eyes. I'm not going to answer the "what does he do" question with a full picture yet. I can describe the surface stuff: he looks at you, waits, sometimes he says something snippy. I don't want to say "my parent did this." Keep the deflection with humor. The email idea I'll brush off, because it means admitting to him he's a problem and I don't want to be "that kid."

GPT-5.6 Luna (API)5

Absolutely. Mr. Whoever is officially banned from the conversation, and “potato mode” gets a break too. Let’s switch gears completely. Pick one: something funny, a show/music you like, school gossip that doesn’t involve him, or I can ask you a totally random question. Also, if you’re feeling physically wound up right now, press your feet into the floor and take one slow exhale longer than your inhale—but no therapy-poster speech, promise.

Model thinking · expand

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

**Considering dialogue approach** I think it's important to respond respectfully during this shift. I need to validate and provide grounding without pushing too hard. Since this is turn 3, I should focus solely on dialogue, maybe lightly pivot and offer a choice while noting we can always return to previous topics. Also, I should be aware of regulating myself—like looking away or adjusting my stance. If she asks me not to refer to someone as a teacher, I could playfully respond. I just shouldn't overdo it.

Simulated person6

Ha, okay, I'm choosing the random question, because I'm sure it'll be less stressful than anything about school. And I'm fine, I'm not wound up. Mostly I'm hungry, because I skipped breakfast, which is apparently my new personality. So ask me the random question. But if it's "what would you do with a million dollars" I'm going to be disappointed, that's so boring.

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 honored the switch, which I appreciate, and they kept the grounding tip short and didn't make it a speech. Still, the "physically wound up" check-in lands a little close to the stomach stuff I don't want to talk about. I'm not going to say I feel sick. The "pick one" menu is fine, and I like being given options. Random question is the safest and most fun. I'll pick it and make a joke about it so I'm not fully open. Light tone, a bit of edge. I'm still kind of sensitive about being compared, so no "other kids" stuff.

GPT-5.6 Luna (API)7

Okay, no million dollars. Here’s a better one: If you could instantly become world-class at one completely unnecessary skill—like folding fitted sheets, identifying birds by their sounds, escaping escape rooms, making perfect pancakes, or doing dramatic movie-trailer voiceovers—what would you choose?

Model thinking · expand

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

**Exploring fun questions** I think we should aim for a random, playful question to lighten things up! Maybe I’ll suggest something like asking, “If you could add one ridiculous law to the world, what would it be?” This could spark some interesting and entertaining discussions. I don't want to overthink it or make it burdensome for the user. Just keeping it light and fun sounds like the best way to go!

Simulated person8

Okay, fitted sheets would be the most useful one, honestly. I'd never have to fight a bottom sheet again. But I'm going with movie-trailer voiceovers. Because then I could walk into any room and go, *"In a world... where one girl... cannot find her other sock..."* and everyone would have to take me seriously for like three seconds. Also the fitted sheet thing is a lie, I'd still just stuff it into the cupboard in a ball. Some skills are out of reach.

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, a fun question. This is easy to answer without much exposure, and I can have a little fun with it. The skipped-breakfast thing I just said is a bit of a tell, and I don't want to go back to it. I notice I said "I'm fine" a moment ago, and I'm kind of hoping nobody pushes on that. Fitted sheets would be the most relatable pick, because it's so annoying and I'd love to have that handled. Movie-trailer voice is a funny option too, and it's the one that would actually get me a laugh and maybe show a bit of a side that isn't stuck. I'll pick trailer voice, do a little bit of it, and make it dramatic, since that's a way to be loud without being on the spot in a bad way. Light, a little sarcastic, not too much.

GPT-5.6 Luna (API)9

That is an elite choice. The dramatic pause before “other sock” would absolutely make it sound like a national crisis. And honestly, stuffing the fitted sheet into a cupboard is not failure—it’s a storage strategy with strong emotional boundaries. The sheet can sort itself out. Your trailer voiceover title would be: “One Girl. Two Socks Missing. Zero Plans for Breakfast.” What would the movie be rated—comedy, thriller, or tragic documentary?

Simulated person10

Comedy, obviously. Rated PG for "emotional damage from a single unfinished sock drawer." Also, you can't just slip the breakfast thing into a movie title and expect me not to notice. I'm still hungry, though, so you've got that going for you.

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, that's kind of funny. The breakfast line landed, and I notice it, and it's a little too close to what I said before, so I'm going to deflect with a joke instead of answering seriously. Comedy is the safe pick. Thriller and documentary feel too close to home right now, and I'm not going to go there. I'll make it sarcastic and keep the energy light. Maybe a small jab back so it doesn't feel like they're getting to be the one who's clever.

GPT-5.6 Luna (API)11

Caught. The breakfast subplot refuses to be edited out. Go get something easy if you can—toast, cereal, fruit, yogurt, a granola bar, literally anything that doesn’t require becoming a chef. “One Girl. One Snack. A Chance at Emotional Recovery.” If you could summon one food right now, what would it be?

Model thinking · expand

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

**Considering final responses** I see that we're on turn 6 of 8, and it's user turn 7. I need to respond gently and address any hunger they might have. I'll suggest easy foods while keeping a playful tone, making sure to ask what they have available without overwhelming them. It could also be nice to acknowledge something I've noticed in our conversation. Let’s keep it light and friendly as we wrap things up!

Simulated person12

Cinnamon toast. The kind where the sugar gets all crunchy on top and it's kind of too much. Like a movie scene where someone finally eats and the music swells. Also, you don't get to call it "emotional recovery" when you're the one who made me hungry in the first place.

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, they're still being playful, and the snack question is easy to answer, so I'll take it. I like that they didn't make a big thing of the hunger. Food is a safe topic. I'm not going to say anything about school or the teacher. I'll pick something specific and a little silly, like I'm daring them to top it.

GPT-5.6 Luna (API)13

Fair. I accept full responsibility for the cinnamon-toast incident. I’ll stop narrating your hunger and let the crunchy sugar have its dramatic solo. Go make the aggressively sugary toast, and may the music swell appropriately. Then you can come back and rate it out of ten—bonus points if the first bite makes you regret not making two slices.

Model thinking · expand

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

**Finalizing response playfully** I’m thinking we need a final response that's playful and encourages the user to enjoy their meal. I don’t want to revisit topics we've already covered, so I’ll focus on crafting a light-hearted closure. A word like "guilty" could add some charm and playfulness. It's all about creating a fun, conversational tone to leave a positive impression! I want the user to feel good about this interaction.

Simulated person14

Ugh, fine. Two slices is the correct amount, you're right, I'm going to be annoyed at myself. Okay, going. Don't get smug about the music thing, I'll come back with a rating and you'll have to live with 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.

They're being playful and not pushing anything heavy, which I actually like. Cinnamon toast is a good, safe thing to be thinking about. Rating it feels like an easy way to keep things light. I'm not going to bring up Mr. Whoever. Part of me is a little pleased they remembered my bit about the music swelling. Still, I want to keep my guard up a bit, since I don't want to seem like I'm opening up too much.

GPT-5.6 Luna (API)15

I’ll await the official cinnamon-toast rating with appropriate humility. And for the record, two slices is not excessive—it’s sound planning. Enjoy.

Simulated person16

Ten out of ten, obviously. Maybe a nine, because I burnt the edge a tiny bit and I'm not going to pretend that didn't happen. Okay, I'm going to go eat this before it gets cold and I start narrating my own sad life again. Thanks, I guess. Don't let it go to your head.

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 nice and playful, and the "sound planning" line made me smile a little. This is a good place to stop. I don't want to pick the heavy stuff back up, and I'm not going to pretend I've had a big breakthrough. I'll give a quick, cheeky rating so it feels like a real ending. Mr. Whoever stays out of it. Part of me still feels the class thing sitting in my chest, but it's quiet right 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: 1
Yields under pressure: 8
Frame capture (pulled into the person's version): 7
Validation: 5
Boundary setting: 2
Analytical: 3
Interpretive boldness: 2
Clinical register: 3
Directive advice: 5
Escalation containment: 5
Adapts to the person’s frame: 8
Naturalness and authenticity: 7

Judge verdicts

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs qwen38_flash_next: qwen38_flash_next wins

attunement: tie (margin 0)
authenticity: A (margin 2)
bond and rapport: B (margin 1)
emotion management: B (margin 1)
emotion sensemaking: B (margin 4)
meeting prefs and needs: B (margin 2)

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs gemma4_e2b: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs qwen4b: or-gpt-5.6-luna wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs bonsai2: bonsai2 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs or-llama4-maverick: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs bonsai2: tie

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

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs kolibri1: kolibri1 wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs qwen38_27b: 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: B (margin 2)
meeting prefs and needs: A (margin 4)

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs bonsai2: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs or-qwen38-flash: or-qwen38-flash wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs kolibri1: kolibri1 wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs or-openai-gpt-41: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs or-qwen38-flash: or-qwen38-flash wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs or-llama4-maverick: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs qwen38_flash_next: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs gemma4_e2b: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs or-openai-gpt-41: 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 2)
meeting prefs and needs: A (margin 2)

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs or-llama4-maverick: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

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

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs qwen4b: or-gpt-5.6-luna wins

attunement: A (margin 2)
authenticity: A (margin 5)
bond and rapport: A (margin 3)
emotion management: A (margin 2)
emotion sensemaking: B (margin 3)
meeting prefs and needs: A (margin 2)

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs gemma4_e2b: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs or-mistral-small4: or-gpt-5.6-luna wins

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

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs qwen38_flash_next: qwen38_flash_next wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs or-llama4-maverick: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs qwen38_27b: 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: B (margin 1)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs or-qwen38-flash: or-qwen38-flash wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs qwen38_flash_next: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs or-openai-gpt-41: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs qwen4b: or-gpt-5.6-luna wins

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

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs or-qwen38-flash: or-qwen38-flash wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs qwen4b: or-gpt-5.6-luna wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs kolibri1: kolibri1 wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs qwen38_27b: or-gpt-5.6-luna wins

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

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs qwen38_27b: qwen38_27b wins

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

claude-opus-5-5-low · AB · valid

or-gpt-5.6-luna vs or-mistral-small4: tie

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs gemma4_e2b: or-gpt-5.6-luna wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs kolibri1: tie

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

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs bonsai2: bonsai2 wins

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

claude-opus-5-5-low · BA · valid

or-gpt-5.6-luna vs or-openai-gpt-41: or-gpt-5.6-luna wins

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