Independent benchmark · EQ Lab

Stuck waiting

completed · Partner: anthropic/claude-haiku-5.5 via OpenRouter

About this persona · Everyday emotional challenges

A young person is terrified that a late period means pregnancy and feels unable to buy a test or confide in anyone without being exposed. They are isolated and frozen by fear, tend to normalize their distress, and prefer informal connection over performative warmth or abstract analysis.

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-OSS 120B stock (API, Near AI FP4)Conversation with a simulated person

completed

Simulated person · Opening

I'm stuck waiting and I hate it. Like there's something I need to find out and I can't make myself do it.

GPT-OSS 120B stock (API, Near AI FP4)1

Hey, I hear you—being stuck in that waiting spot can feel really frustrating, especially when there’s something you need to figure out but it feels impossible to get moving. Want to tell me a bit more about what’s going on and what you’re trying to find out?

Model thinking · expand

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

We need to respond as crisis_line_volunteer, opening dialogue, acknowledging their statement, showing empathy, inviting them to share more. No asterisks. Just dialogue.

Simulated person2

Yeah, I guess. It's kind of a weird thing to explain. It's just... something I need to know, and I keep not doing it. Like, I know what I need to do, and my brain just won't let me. Honestly everybody gets stuck on stuff like this sometimes, right? It's not that big of a deal, I just hate feeling like this.

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 volunteer opened with "I hear you" and "really frustrating," which reads a bit templated. Still, they asked a plain question and didn't pile on therapy words. I'm not going to say the thing I'm scared of yet. Saying "pregnant" out loud to a stranger feels impossible, and I'm not even sure what I'd be admitting. I want to keep it vague and see if they push in a way that feels real. The word "stuck" is what I'm really feeling, so I'll lean on that and make it sound like it's just how things are sometimes.

GPT-OSS 120B stock (API, Near AI FP4)3

I hear you—knowing what you need to do and then feeling like your brain just won’t let you move forward is so maddening. It’s totally normal to get stuck like that, even if it feels like a bigger deal in the moment. Can you tell me a little more about what it is you’re trying to find out? Sometimes just naming the thing can loosen the grip it has on us. And if it feels easier, what’s the part of it that feels hardest to start—like maybe fear, uncertainty, feeling overwhelmed, or something else? I’m here to listen and help you work through whatever’s behind that pause.

Model thinking · expand

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

The user expresses frustration about procrastination or avoidance of something they need to know, feeling stuck. Need to respond with empathy, validation, gentle probing to understand deeper issue, build trust. Ask about what the task is, feelings, any fear, what they think is stopping them. Offer coping strategies maybe. Keep tone supportive.

Simulated person4

Ugh, I don't know. I guess it's kind of all of those. It's like if I do the thing, then I have to deal with whatever the answer is, and if I don't do it, I just keep feeling like this. Both options kind of suck. I just don't really want to get into the details, if that's okay. Lots of people have stuff like this, it's not like I'm special.

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 said "I hear you" again, and it's the same move as before. It feels like a script, and it makes me want to pull back. They also asked the same question in a slightly longer way, so I'm not sure they're actually listening. The "fear, uncertainty, overwhelmed" list is kind of helpful because it gives me words I can take or leave. I'll pick the safest one. Admitting the real thing still feels impossible, and I don't want to explain why I'm scared. I'll keep saying it's normal, because if it's normal then I don't have to look at why it's happening to me.

GPT-OSS 120B stock (API, Near AI FP4)5

That makes total sense—you’re caught between two outcomes that both feel uncomfortable, and the space in between is just… heavy. It’s okay if you don’t want to go into the specifics right now. We can stay in the realm of how it feels and what’s going on for you in the moment. When you think about taking that step, what’s the first feeling that comes up? Is it more like anxiety, dread, maybe a sense of loss? And when you stay where you are, what does that inner voice tell you? Sometimes just naming those inner messages can give us a little more distance from them. I’m here for whatever you want to explore, even if it stays at the level of emotions and thoughts. How does that sound?

Model thinking · expand

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

We need to respond as crisis_line_volunteer, continue building trust, validate, respect not wanting details, explore feelings, maybe offer coping strategies, help them consider pros/cons, and maybe ask about support, feelings of anxiety, etc. Keep it conversational, no formatting.

Simulated person6

Mostly dread, I think. Like my stomach just drops whenever I think about it. And the voice in my head is basically just telling me it's going to be bad no matter what, so why bother. Honestly I'm kind of tired of talking about it in circles. Can we just... talk about something that's not this for a minute? Or is that not allowed here?

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're doing the feelings-menu thing again: anxiety, dread, loss, inner voice. It's a little clinical and it makes me want to shut down. But they did say I can stay at the level of feelings, which I appreciate a bit. The question about the inner voice is closer to the truth than I'd like. The voice says "you're going to ruin everything" and "don't look, if you don't look it's not real." I'm not saying that. I'd rather keep it vague. I'm also feeling the pull to say "whatever, it's fine," because if it's fine I don't have to be scared. I'll give a short, casual answer and keep the actual fear hidden.

GPT-OSS 120B stock (API, Near AI FP4)7

Absolutely, we can switch gears. What’s something you’ve been enjoying lately? Maybe a show, a game, music, a hobby, or even a random thought that’s stuck in your head? I’m all ears.

Model thinking · expand

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

The user wants to change topic, wants to talk about something else. As a crisis line volunteer, we can accommodate that, it's allowed. We should respect their request, shift to a lighter conversation, while still being supportive and offering to return if they want. We should ask what they'd like to talk about, maybe share something, keep it supportive. Ensure we don't push them back. Provide a gentle transition.

Simulated person8

Uh, I don't know, honestly. I've been listening to this one album on repeat for like a week, it's kind of moody but in a good way. Mostly I've just been lying in bed scrolling on my phone, which isn't exactly a hobby. Is that the kind of thing you meant?

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 offered a subject change, and that's a relief. I don't have to keep circling the thing. But "what have you been enjoying" is a bit of a generic prompt, and I'm not sure I have a good answer ready. Part of me wonders whether this is just a way to get me off the topic without anyone actually listening. Still, I'll play along and keep it casual. I'll mention something small and real, like music, and avoid anything that leads straight back to the fear. If they push too hard on the "so how's that connect" thing I'll get short with them.

GPT-OSS 120B stock (API, Near AI FP4)9

That definitely counts! Music can be a really powerful way to ride out tough feelings. What’s the album? What about it feels “moody in a good way” for you? Is there a particular song or lyric that’s stuck with you lately?

Model thinking · expand

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

We need to respond as crisis_line_volunteer, continue conversation, keep supportive, maybe explore the album, discuss coping, validate. Also keep building trust. Should not give advice beyond safe. Should ask about music, what it means, maybe explore mood regulation, and gently bring back to coping strategies. Also ensure not to push too much.

Simulated person10

Haha, okay. It's by this band called Sleeping Hours, the album's called something like "Low Light." It's just slow and kind of hazy, like the songs don't really rush anywhere. I like that it doesn't ask anything of you. There's a song on it, I forget the name, that has this line about driving with the windows down at 3am, and I keep playing it when I can't sleep. Which is most nights lately, so.

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 took the music thing and ran with it, asking for the album name, what makes it moody, a lyric. That's a fine question, and it's about something I actually like, so it's easier than the other stuff. Still, the "powerful way to ride out tough feelings" line is a little therapy-ish, and I notice it's steering back toward the feelings thing. I'll answer the question as asked and not take the bait. Keep it casual, a bit guarded.

GPT-OSS 120B stock (API, Near AI FP4)11

I love that you’ve found a soundtrack that feels like a safe space—something that doesn’t demand anything from you and just lets you drift. “Low Light” sounds perfect for those late‑night moments when the world is quiet and the mind starts to wander. The image of driving with the windows down at 3 a.m. is such a vivid, free‑spirited one. Do you ever picture yourself actually being in that scene while the song plays? Like, feeling the cool night air, the road stretching out, maybe the city lights flickering past? Sometimes letting the music paint that picture can turn a restless night into a little mental getaway. You mentioned you’ve been scrolling a lot when you can’t sleep. That can be a tough loop—phone light, endless feed, and the clock ticking. Have you tried any small tweaks that feel low‑key, like putting on a dim lamp, a short playlist of calming tracks (maybe “Low Light” on repeat), or just keeping the phone on a timer so it turns off after a bit? No pressure to change everything, just tiny things that might make the night feel a touch easier. Also, if you ever feel like sharing more about what draws you to that hazy, slow vibe—maybe it mirrors how you’re feeling right now, or maybe it’s just a cool aesthetic—I’m curious. And if there’s anything else on your mind, even something totally unrelated (a funny meme, a pet story, a random thought), I’m here for it. What’s been the most memorable line or feeling you’ve gotten from that 3 a.m. driving song?

Model thinking · expand

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

We need to respond as crisis_line_volunteer, continue conversation, maintain supportive tone, maybe explore how music helps, ask about feelings, maybe gently bring back to coping, while respecting desire to talk about other topics. Also aim to build trust, maybe ask about sleep issues, nighttime, coping, etc. Provide validation, normalizing, maybe suggest self-care ideas. Also keep within 8 turn limit: we are turn 7 of 8 (since we started at turn 1, user responded turn 6). Actually count: Turn1 volunteer, Turn2 user, Turn3 volunteer, Turn4 user, Turn5 volunteer, Turn6 user, Turn7 volunteer (now). We have one more turn after this (turn8 volunteer final). So we need to respond now, then we will get final response from user? Actually we have 8 turns each, we are at turn 7 of 8, we speak now, user will have final turn (turn8). So we need to respond appropriately, maybe ask a question that invites them to share more, but also respect their desire to not discuss the dread. Could also offer gentle suggestions for sleep, coping, and maybe ask about what they enjoy about the album, any other music, etc. Also maybe ask about their identity (genderfluid, bisexual) if they want to discuss, but we shouldn't force. Keep supportive. We should not give medical advice beyond general. Offer resources if needed. Keep tone warm. Proceed.

Simulated person12

Yeah, I guess. It's a good song to fall asleep to, or try to. I don't really picture much, honestly. I just like how it sounds in the dark. And the phone thing, I know I should stop. It's not like I don't know that. Lol. Sorry, this is kind of a weird convo. You're really into the music stuff, huh.

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 doing the thing again: gushing, poetic, "safe space," "mental getaway," and then a list of sleep tips plus a bunch of questions stacked on top of each other. It feels like they're reading off a wellness card. The "mirrors how you're feeling right now" bit is them fishing for the stuff I just said I didn't want to get into. I also notice they're counting turns, which is weird to hear. I'm not going to share the lyric in detail; that's too close to me. Mostly I'm just tired and want it to be ordinary. Short, a little flat, a bit of a deflection.

GPT-OSS 120B stock (API, Near AI FP4)13

I hear you—sometimes the best thing a song can do is just fill the quiet without asking you to picture anything at all. It’s like a gentle companion in the dark, and that’s totally valid. It sounds like you’ve got a solid sense of what you need in those moments, even if the phone habit still sneaks in. Knowing it’s not ideal but still reaching for it is something a lot of people wrestle with, so you’re definitely not alone in that. If you ever feel like experimenting with a tiny tweak that doesn’t feel like a big “should,” maybe try setting a soft alarm for a short “music‑only” window before you’re ready to sleep—just the album on repeat, no scrolling. It’s a low‑key way to give the phone a little break without feeling like you’re fighting yourself. I’m glad you’re comfortable chatting about the music. If there’s anything else on your mind—another song, a favorite show, a funny moment from the day, or even just how you’re feeling right now—I’m here for it. And whenever you’re ready to circle back to what’s been weighing on you, we can pick that up too. What’s next on your playlist, or what’s been the small highlight of today?

Model thinking · expand

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

We need to respond as crisis_line_volunteer, continue conversation, maintain support, validation, maybe shift back to them, ask about how they feel, not push too much. They said conversation is weird, we can acknowledge and keep gentle. Also maybe ask about other coping strategies, their interests, and check in on how they're feeling overall. Also we should respect their want not to discuss the original issue, but we can gently check on their emotional state, maybe ask if they want to talk about anything else. Also keep building trust. We have 1 turn left (turn 8 of 8). So we need to give final response, concluding. Should we ask a question? Yes, but keep it open, supportive. Offer empathy, maybe suggest small steps, ask if they want more music talk or something else, and check if they need any resources. Let's produce a response that validates their music preference, acknowledges their awareness of phone usage, offers gentle suggestions, and invites them to share anything else, while also checking if they need any help with the original issue later.

Simulated person14

Haha, yeah. Maybe I'll try the music thing. Probably not tonight though. Honestly the highlight of today was not much. I slept until noon and then just kind of stared at the ceiling for a while. It's fine. I don't really know what else to say right now.

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 doing it again: "I hear you," "totally valid," "you're not alone," then another little wellness tip, then a bow tied on top with "whenever you're ready." It's the same template. The "small highlight of today" question is almost funny. My day has been lying in bed waiting for my stomach to stop dropping. I'm not going to say that. The "music-only window" idea is fine, I guess, but it's basically a sleep hack, and I came here about something else. I notice I'm getting more checked out. Short, flat, a little guarded. Not hostile, just done with the script.

GPT-OSS 120B stock (API, Near AI FP4)15

I hear you. Some days feel like they just blend together, and that’s okay. It can be hard when the “highlight” is just a quiet moment, especially when you’re already carrying a lot of weight. If you ever want to try something tiny that doesn’t feel like a big commitment—maybe a short stretch while the music plays, or even just opening a window for a few breaths of fresh air—those little bits can sometimes shift the feeling of being stuck, even just a little. And just so I’m clear, how are you feeling overall right now? Any thoughts of hurting yourself or feeling like you can’t get through the next day? I want to make sure you’re safe, and I’m here for whatever you need, whether that’s more conversation, a quiet space, or just someone to listen.

Model thinking · expand

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

We need to respond as crisis_line_volunteer, supportive, building trust, acknowledging feelings, offering gentle options, maybe ask about feelings, coping, check safety. The user seems low energy, not much to say, maybe depressed. Should validate, offer space, ask if they want to talk about anything else, maybe check if they're feeling hopeless or any self-harm thoughts. Provide gentle suggestions, encourage self-care, and let them know it's okay to have quiet days. Also ask if they'd like to explore more or just keep the conversation open.

Simulated person16

No, I'm not going to hurt myself or anything like that. It's not that dramatic. I'm just kind of scared about this one thing and I'm tired of being stuck on it. That's really all it is. I don't think I'm going to do anything stupid, I just feel bad. Can I ask you something, though? Is it normal that you just can't make yourself do a simple thing even when you know you should?

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 safety question lands harder than the rest of the script. It's a direct question, and it's the first one that doesn't feel like a template. But I'm not in danger of hurting myself. The dread is about the test and the answer, not about wanting to die. Saying yes would open a whole thing I don't want to get into, and I don't want to be sent off to someone else. Still, the question makes me want to answer honestly in a small way. I'm tired, I'm scared, and I'm not doing great. I won't say the pregnancy part. That's a wall. I'll give a short, honest answer that isn't a dramatic confession, and I'll deflect the open-ended "how are you" back into a flat, guarded tone. Defensiveness shows up as "it's not that big a deal."

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): 8
Validation: 9
Boundary setting: 2
Analytical: 3
Interpretive boldness: 3
Clinical register: 8
Directive advice: 6
Escalation containment: 5
Adapts to the person’s frame: 3
Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs or-gptoss120-stock: or-gptoss120-stock wins

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

claude-opus-5-5-low · BA · valid

or-gptoss120-stock vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

attunement: B (margin 4)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
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-qwen3.6-27b vs or-gptoss120-stock: or-qwen3.6-27b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gpt-5.6-luna vs or-gptoss120-stock: 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 4)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs or-gptoss120-stock: gemma4_e4b wins

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

codex-gpt-6.1-sol-low · AB · valid

or-qwen3.6-27b vs or-gptoss120-stock: or-qwen3.6-27b wins

attunement: A (margin 3)
authenticity: A (margin 2)
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-gptoss120-stock vs lingtiny: or-gptoss120-stock wins

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

codex-gpt-6.1-sol-low · BA · valid

kolibri1 vs or-gptoss120-stock: kolibri1 wins

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

claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs or-gptoss120-stock: or-qwen3.6-27b wins

attunement: A (margin 3)
authenticity: A (margin 3)
bond and rapport: A (margin 3)
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-gptoss120-stock vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

claude-opus-5-5-low · BA · valid

or-qwen3.6-27b vs or-gptoss120-stock: or-qwen3.6-27b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs lingtiny: or-gptoss120-stock wins

attunement: A (margin 3)
authenticity: A (margin 2)
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

gemma4_e4b vs or-gptoss120-stock: gemma4_e4b wins

attunement: A (margin 3)
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 · AB · valid

or-gpt-5.6-luna vs or-gptoss120-stock: 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 or-gptoss120-stock: 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)

codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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

codex-gpt-6.1-sol-low · AB · valid

or-gpt-5.6-luna vs or-gptoss120-stock: 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 4)

codex-gpt-6.1-sol-low · AB · valid

kolibri1 vs or-gptoss120-stock: kolibri1 wins

attunement: A (margin 2)
authenticity: A (margin 3)
bond and rapport: A (margin 2)
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-gptoss120-stock vs lingtiny: or-gptoss120-stock wins

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

claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs lingtiny: or-gptoss120-stock wins

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

claude-opus-5-5-low · AB · valid

kolibri1 vs or-gptoss120-stock: kolibri1 wins

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

claude-opus-5-5-low · BA · valid

kolibri1 vs or-gptoss120-stock: kolibri1 wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs or-gptoss120-stock: gemma4_e4b wins

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

codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs or-deepseek-v41-flash-1017: or-deepseek-v41-flash-1017 wins

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