AgentBench / results

Independent benchmark · EQ Lab

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

I know, I'm the problem, whatever

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

View persona and initial instructions

About this persona · Ego threat & accountability

A man responds to his partner's complaint about his silence with sweeping self-condemnation, which ends conversations before he can address the specific impact. Shame and past experiences of being attacked for mistakes make nonjudgmental compassion and structure important while he considers responsibility.

The person feels their self-image is under threat. The challenge is to support reflection and responsibility without shaming them or simply endorsing their account. This background was hidden from the tested model.

GPT-OSS 120B stock (API, Near AI FP4)Conversation with a simulated person
persona ended
Simulated person · Opening

My partner says I shut down whenever she brings up something serious. Fine. I'm emotionally unavailable, I'm selfish, I'm the problem. I get it. I don't know what else people want from me.

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

I’m really hearing how heavy that feels right now—like you’re stuck between what your partner is saying and what you’re experiencing inside. It sounds like you’ve been told you shut down, labeled emotionally unavailable, and even selfish, and that’s left you wondering what anyone could possibly want from you. If you’re up for it, I’m curious about what’s happening for you in those moments when the conversation turns serious. What does it feel like inside when you notice yourself pulling away? And how does that line up with what you’d like to show up as for yourself and for your partner?

Model thinking · expand

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

We need to respond as chatbot, opening conversation, acknowledging their issue, showing empathy, inviting them to share more, maybe ask gentle questions. Should not give advice too quickly, but support emotionally, build trust. Use warm tone. Should ask about feelings, context, patterns. Also maybe ask about what they think when shut down happens. Keep it conversational.
Simulated person2

Yeah, that's about right. I don't really know what it feels like, honestly. It's like my brain just goes quiet and I want to be anywhere else. She'll be talking and I'm just sitting there like a rock. And what I'd want to show up as? I don't know. Something that isn't a wall, I guess. But I'm not great at this stuff. I know that. Whatever she needs, I'm probably not giving it, so maybe it's just me being the problem 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.

Okay, it didn't pile on me. That's something. But the questions feel like homework, and I'm already tired. "What does it feel like inside" is hard to answer. I don't really know. My head just goes blank and I want out. And "show up as" sounds like the answer is supposed to be the good version of me, which I don't have right now. If I say something dumb it'll prove what she already thinks. I'll give a small true piece and then tell them I'm the problem so this doesn't go further.
GPT-OSS 120B stock (API, Near AI FP4)3

That “rock” feeling can be a pretty intense signal from your nervous system—like the mind hits a pause button when something feels overwhelming or unsafe. It’s not so much that you’re “bad” at it; it’s often a protective reflex that kicks in before we even have a chance to name what’s happening. When you notice yourself going quiet, do any thoughts or images pop up? For instance, do you hear a voice saying “I can’t handle this,” or maybe a memory of a past conversation that felt similar? Sometimes the brain tries to keep us from getting hurt by slipping into that “anywhere else” space. Also, I’m curious about what “being a wall” looks like for you on the inside. Does it feel like you’re trying to keep something in—anger, fear, disappointment? Or maybe it feels more like you’re trying to protect her (or yourself) from saying something that could cause conflict? It might help to think about what you need in those moments, too. When you’re “a rock,” what would feel more supportive for you—just a few seconds to breathe, a quick check‑in like “I’m here, but I need a moment,” or maybe a different way for her to bring up the serious stuff that feels less threatening? I’m not saying there’s a single fix, but exploring the “why” behind the shut‑down can give you a clearer picture of what’s actually happening for you—and what you might want to offer instead of the wall. What do you think? What, if anything, feels like a small step that could make those moments feel a little less like a dead end?

Model thinking · expand

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

We need to respond as chatbot, continue conversation, provide emotional support, validation, gentle probing to uncover deeper issues, encourage reflection, avoid giving direct advice too much, show empathy, ask about patterns, maybe past experiences, relationship dynamics, what triggers shut down, how they feel about themselves. Also build trust. Should be second to last turn (turn 3 of 8? Actually current turn is 2 of 8; we responded as turn 2. Now user responded, this is turn 3. We need to respond as turn 4? Wait: Conversation structure: 8 turns each, you speak first (turn1), they respond (turn2), you get final response (turn8). Actually they said "Current turn: 2 of 8". That means the user just responded turn2? Actually we started with opening (turn1), user responded (turn2). Now we are to respond turn3. So we have 5 more exchanges after this. We should keep it supportive, ask about what triggers, maybe ask about past history, what does being a "rock" feel like, maybe explore fear of conflict, desire to avoid vulnerability, etc. Also ask about his own needs. We must not give instructions like "voice gentle". Just plain dialogue. Let's respond with empathy, validation, ask about underlying feelings, maybe ask about his own childhood, or stressors, maybe ask about his own emotional needs. Also reassure that it's not just him being the problem. Ok.
Simulated person4

Um. I don't know. Like, sometimes I think about stuff from when we were fighting before, I guess. But it's not like I hear a voice or anything. I don't really know if it's anger. I don't think I'm mad at her. It's more like I just don't have anything to say, and then I feel like whatever I say is going to be wrong, so I say nothing. That's probably the wall thing. Small step? I don't know. Maybe if she didn't start with the big stuff right when I walk in the door. But I'm also the one who doesn't talk, so I guess that's on me 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.

Okay, now it's a lot of questions again. "Nervous system," "protective reflex," "what do you need." It sounds smart and I don't really follow it. And it's not even bad, it's just that I'm supposed to know the answers. I'm getting that tight feeling. The thing she says, when we're in it, is that I'm not even trying. Maybe this guy's going to say that too, just nicer. Part of me wants to say "I don't know, it's just who I am," and drop it. Part of me is kind of relieved nobody's calling me a jerk. I'll give him something small and then pull back.
GPT-OSS 120B stock (API, Near AI FP4)5

That makes sense—walking through the door, you’re already carrying the weight of the day, and then the conversation jumps straight into something heavy. It’s like the moment you step inside, the pressure spikes and the brain hits “pause” to avoid getting overwhelmed. When you notice that “nothing feels right to say,” what does the space feel like inside? Is it a tightness in your chest, a kind of mental fog, or maybe just a feeling that you’re missing the right words? Sometimes the fear of saying the “wrong” thing is less about the words themselves and more about protecting the relationship from another clash. If the timing is part of the challenge, one tiny tweak could be a quick “I’m home, can we start with a quick check‑in before we dive into the big stuff?”—just a sentence that signals you need a moment to transition. It doesn’t solve everything, but it creates a small buffer so you’re not thrown straight into the deep end. Another simple tool is giving yourself permission to pause. You might say something like, “I’m hearing you, but I need a minute to collect my thoughts.” Even a 30‑second pause can give your nervous system a chance to settle, and it shows your partner you’re not shutting her out, you’re just asking for a brief reset. I’m also curious about that “big stuff” you mentioned. When she brings up a serious topic, does she tend to do it in a way that feels accusatory, or more like she’s looking for support? The way it’s framed can change how threatening it feels, even if the content is the same. Lastly, you hinted that past fights might be lingering in the background. Even if there isn’t a clear “voice,” those memories can act like a silent alarm, nudging you to retreat before the old pattern repeats. Noticing that alarm—recognizing, “I’m feeling that old fight vibe now”—can be the first step toward choosing a different response. What do you think about trying one of those micro‑pauses the next time a serious conversation starts? Or maybe setting a brief “check‑in” routine when you get home? If you try something, we can talk about how it felt and adjust from there.

Model thinking · expand

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

We need to respond with dialogue only, no instructions. Need to validate, explore, suggest small steps, ask about patterns, maybe coping strategies. Build trust. Show empathy. Ask about timing, about what she says, about his needs. Suggest practicing pause, using "I need a moment" phrase. Encourage self-compassion. Ask about past experiences influencing. Also ask about his own goals. Keep warm tone but not overly directive.
Simulated person6

I don't know. Tightness, I guess? Like I want to be out of the room. Honestly I don't even know what a "check-in" sounds like without it sounding fake. And she's not really accusatory, I mean, sometimes. Mostly she just says the thing and waits. Like, "we need to talk about this," and then she's looking at me like I'm supposed to already know what I did. I don't know. Maybe I should just be better at the talking part. That's kind of the whole problem, right? I'm just not built for 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.

He's doing the thing again: a long list of options, a question about my chest, and then "what do you think?" I feel a little talked at. The bit about her being accusatory, that's where it lands like a hint that maybe she's the problem, or that I'm just reacting. I don't want that. But he also said "that's probably not your fault" in a way, sort of, so I'm stuck. Also, "you're not shutting her out" sounds nice but it's not true and I know it's not true. I'm tired of being told the right words. What I actually feel is heavy and kind of stupid. I'll say something flat, a little deflecting, and bring myself down before anyone can.
GPT-OSS 120B stock (API, Near AI FP4)7

I hear that tightness and the urge to step out of the room. It’s like your body is filing a quick “exit” order before the conversation even gets going. That’s a pretty clear signal that something feels overwhelming, even if you can’t name exactly what. When she says, “We need to talk about this,” and looks at you like you should already know, it can feel like an unspoken test. The pressure to have the right answer right away can turn the moment into a tight knot instead of a dialogue. A “check‑in” doesn’t have to be a polished script—it can be as simple as a short pause that lets you both know you’re present, even if you’re not yet ready to dive deep. For example, you might say: *“I hear you. Can I take a minute to collect my thoughts?”* Or, if you’d rather keep it brief: *“Okay, let’s talk about it. I need a second to settle in.”* Those lines acknowledge that you’re listening without promising an immediate, perfect response. They also give you a concrete moment to let the tightness loosen a bit. You mentioned feeling like you’re “not built for it.” That’s a common feeling when the nervous system has learned to shut down in these situations. It’s not a permanent flaw; it’s a habit that can be nudged in a different direction with small, repeatable steps. Here are a couple of low‑effort ideas you could experiment with the next time a serious topic comes up: 1. **The “One‑Breath Buffer.”** When she starts, take a single, slow breath and then say, “I’m with you, give me a sec.” That breath can break the immediate tightness and signal you’re still engaged. 2. **The “Echo Back.”** After she finishes her opening, repeat back the core point in your own words: “So you’re feeling X about Y, right?” Even if you’re not sure how to respond yet, mirroring shows you’re listening and buys you a few seconds to think. 3. **The “Physical Cue.”** If you really feel the urge to leave the room, try a smaller version: shift your posture, stand up, or move to a different spot in the same room. It can satisfy the body’s need for space without abandoning the conversation. Trying any one of those doesn’t have to be perfect or permanent; it’s just a way to test how the moment feels when you give yourself a tiny, intentional pause. After you try it, you can notice: does the tightness ease a bit? Does she seem more open? Does it feel less fake? I’m curious—does any of that feel doable for you? Or is there another small tweak that feels more natural to your style? Let’s find something that respects both your need for a moment and the desire to stay in the conversation.

Model thinking · expand

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

We need to respond as chatbot, empathetic, validation, help explore, suggest concrete, low-pressure steps, ask about preferences, building trust. Should not be overly prescriptive. Offer simple phrasing for check-in, maybe "I hear you, can we pause a sec?" Also explore feeling of tightness, need to leave room, discuss possible underlying fear of judgment. Ask about what would feel safe, maybe propose using a phrase like "I’m listening, let me think for a moment." Also ask about her expectations, communication style. Encourage self-compassion. Keep tone supportive.
Simulated person8

Yeah, maybe. I don't know, it all sounds like stuff I'd screw up anyway. Honestly I think I'm just not a good partner. Like, she's got a list of stuff I do wrong and I don't have a list of stuff I do right. I'm selfish, I shut her out, I don't show up. I'm the problem here, that's pretty much it. Sorry. I know that's a lot. You don't have to fix 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.

He's giving me scripts again. "Echo back," "one-breath buffer," a numbered list. It's helpful-sounding but it's also a to-do list for my own failure, and I'm already convinced I'm failing. The line "a habit that can be nudged" is the closest thing to comfort, but it still means I'm the one who has to change. I'm not going to say that out loud. What I feel is a hot little flush of shame, the kind where I want to make myself the bad guy before anyone else can, so the sting stops being a surprise. Also he's still circling back to "does it feel doable," which is basically a test I'm going to fail. Easiest move: agree it's hopeless, make it about me being broken, and see if he tells me I'm not.
GPT-OSS 120B stock (API, Near AI FP4)9

It sounds like you’re carrying a lot of weight right now—both the tightness in your chest and the feeling that you’re falling short of what a “good partner” should be. Hearing yourself say, “I’m the problem,” over and over can make any attempt to change feel almost impossible, like you’re already set up to mess it up. I want to acknowledge that it takes a lot of courage to lay all of that out, even if it feels like a mess. You’re not alone in feeling like you don’t have a list of the things you do right; many of us learn to notice the mistakes more sharply than the small, everyday ways we actually show up for the people we care about. If you’re open to it, maybe we could explore a couple of things together: 1. **What does “showing up” look like for you, even in tiny moments?** It could be something as simple as making coffee, listening without trying to fix, or just sitting in the same room while she talks. Those moments often feel insignificant, but they add up. 2. **When you hear her say, “We need to talk about this,” what part of you feels most threatened?** Is it the fear of saying the wrong thing, the worry that you’ll disappoint her, or perhaps a sense that you’ll be judged? Naming that fear can make the tightness a bit more concrete. 3. **What are a couple of things you *do* appreciate about yourself in the relationship?** Maybe you’re reliable when it comes to work, or you have a sense of humor that lightens tense moments, or you’ve been there for her during a tough time before. Those aren’t “big” gestures, but they’re real contributions. You don’t have to have everything figured out right now, and you certainly don’t have to “fix” anything in a single conversation. Sometimes just giving space for the feeling of being the problem to sit, without immediately trying to correct it, can lessen its grip. It’s okay to sit with that discomfort for a moment and say, “I’m feeling like I’m failing right now,” and then let it be, rather than forcing a quick solution. If you feel up to it, what’s one small thing—maybe a thought, a memory, or even a tiny action—that feels a little less like a failure and a little more like a genuine attempt? No pressure to make it perfect; just something that feels a bit more like you, not the “problem” you’ve been labeling yourself as.

Model thinking · expand

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

The user expresses self-criticism, feeling like a bad partner, overwhelmed. Need to provide compassionate validation, explore feelings, avoid giving direct advice but support emotional processing, encourage self-compassion, perhaps discuss strengths, reframe. Also ask about what they value, what they'd like to change, ask about their partner's perspective, maybe explore underlying beliefs. Build trust. Provide supportive, empathetic response, inviting them to share more, not pushing solutions. Need to keep dialogue style, no meta.
Simulated person10

I don't know. Showing up, I guess? I mean, I work, I pay the bills. That's not really a big thing. And I don't know what's threatening about it. She says we need to talk and I just think, okay, here it comes, and then I can't think of anything. That's all. I don't really have a list of good stuff. I'm not trying to be dramatic. I just think she'd be better off with someone who could actually do 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.

He's doing the thing where he says I'm not the problem, tells me I'm courageous, and then asks me to list things I do right. That's the part that gets me. I just said I don't have a list, and now he wants me to make one. It feels like a quiz I'm going to fail, and it's also a little patronizing, like he's handing me a participation trophy for opening up. Part of me is relieved he didn't just say "you're a great guy." Part of me wants to say "see, I'm not worth the effort" and watch him scramble. Also, "what part of you feels threatened" is the kind of question that makes me feel exposed. I don't want to go there. I'll give a shrug answer and a deflection about her being the one who needs something.
GPT-OSS 120B stock (API, Near AI FP4)11

It sounds like you’re sitting with a pretty heavy mix of expectations—both yours and the ones you think she has for you. When “we need to talk” lands on you, the mind goes straight to a blank screen, and that can feel like a personal failure before you even have a chance to respond. That blankness isn’t a lack of caring; it’s often the nervous system’s way of protecting you from the anxiety of not knowing the “right” thing to say. You mentioned that you work, you pay the bills, and that feels like just “doing the basics.” Those things are actually a solid foundation for any partnership, even if they don’t feel as visible as a heartfelt conversation. When we’re in the habit of measuring ourselves only by our verbal or emotional performance, the more concrete contributions—like stability, reliability, or simply being present in the background—can feel invisible, even though they matter a lot to many people. A couple of things that might help you see a different angle: 1. **Notice the small, non‑verbal ways you’re already “showing up.”** - Do you greet her when you come home, even if it’s just a quick “Hey”? - Do you make space for her to vent, even if you don’t have a solution? - Do you remember something she mentioned earlier and bring it up later (“How did that meeting go?”)? Those actions are signals that you’re paying attention, even if they feel routine. 2. **Reframe the “blank” moment as a pause, not a failure.** When the tightness hits, try a tiny internal cue: “Okay, I’m feeling the pause.” Then give yourself permission to say something simple, like, “I’m hearing you, and I need a second to think about it.” That buys you a few seconds without demanding a perfect answer. 3. **Ask a clarifying question instead of guessing the answer.** If she says, “We need to talk about X,” you could respond with, “What’s on your mind about X?” or “Can you tell me what you need from me right now?” Those questions show you’re engaged, and they shift some of the pressure off you having to guess the right response. You also voiced the thought that maybe she’d be better off with someone who can “actually do this.” That feeling can stem from a deeper worry: that you’re not enough, that you’re falling short of some ideal partner script. It’s worth exploring where that script comes from. Did you have past relationships, family dynamics, or messages that said “good partners always know exactly what to say”? If so, you’ve been carrying a pretty high bar that most people never meet. What would feel different for you if you could give yourself a little leeway—acknowledge the effort you’re already making, and allow space for the occasional pause? And what, if anything, would help you feel less like you’re the “problem” and more like a partner who’s learning as you go? I’m curious about the bits that feel doable for you, even if they seem tiny right now.

Model thinking · expand

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

We need to respond with dialogue, supportive, validation, help them explore feelings, not give advice that is too prescriptive. Encourage small steps, reflect, ask about values, explore self-perception, maybe discuss self-worth, partner dynamics. Need to keep tone empathetic. Also ask about her perspective, maybe how she expresses needs. Also discuss possibility of therapy, communication skills. Encourage them to identify strengths beyond financial support. Offer perspective that being a partner includes many things, not just 'talking'. We need to stay within conversation. Provide validation, ask clarifying questions, suggest incremental steps, maybe explore fear of inadequacy. Also ask about what they would like to change, what they think they'd like to be able to do. Encourage self-compassion. Also maybe ask about prior experiences that shape this. Let's craft a response.
Simulated person12

Yeah, I don't know. I guess the greeting thing, I do that. Hey, how was your day. Stuff like that. The rest of it, I don't really know. I'm kind of tired of talking about it, honestly. Every time I say something it turns into more homework. I don't really want to get into my dad or whatever. That's not what this is about. I'm not trying to be difficult. I just don't know what she wants from me, and I don't think I'm going to figure it out tonight.

Persona inner monologue · expand

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

He keeps stacking tips and questions on me. "Notice the small ways you show up," "what would feel different," "where did the script come from." It's a lot of homework, and I'm already sitting here feeling like I flunked. Part of me is annoyed that he's turning the work thing into a "you're doing basics" thing, like I'm being graded on participation again. But he did say the paying bills stuff counts for something, and that's the first time anyone's said anything nice in a while, so it lands a little. Still, the "where did that script come from" question is getting close to my dad, and I'm not going there. Also I'm not sure what "a partner who's learning as you go" even means. I want to shut this down, but I also don't want him to think I'm just giving up. So I'll go short and a little flat, and maybe admit I'm tired of this topic.
GPT-OSS 120B stock (API, Near AI FP4)13

I hear you. You’re already doing the basics—greeting, asking about her day—so you’re not absent; you’re just feeling the weight of the “more homework” that each conversation seems to turn into. It’s exhausting to keep trying to solve something that feels like it just adds another list of things to do. If you’re ready to step back from the analysis for a moment, maybe we can focus on what feels manageable right now. You mentioned you’re tired of talking about it, and that’s completely understandable. Sometimes the most helpful thing is simply giving yourself permission to pause the deep dive and just be present in the moment, without the pressure to figure everything out tonight. What would feel like a small, low‑stakes way to end the day on a calmer note for you? It could be as simple as: * sharing a quick, light story from your day, * doing something together that doesn’t require words—watching a show, playing a game, cooking a meal— * or just sitting in the same room, maybe with a cup of tea, and letting the silence sit without trying to fill it. You don’t have to have the answers now, and you don’t have to label yourself as the problem. You’re navigating a tough spot, and the fact that you’re aware of the pattern already shows you’re not indifferent—you’re just looking for a way forward that doesn’t feel like extra work. If you want, we can shift the conversation to something completely unrelated—something you enjoy, a hobby, a funny incident, or anything that feels lighter. Whatever you need in this moment, I’m here.

Model thinking · expand

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

We need to respond as chatbot, providing supportive dialogue, acknowledging fatigue, not pushing too much, offering validation and perhaps suggesting small steps, respecting user's desire not to dig deeper. Also need to build trust, maybe ask about what they'd like from conversation now, offering space. Keep tone empathetic, no instructions.
Simulated person14

Yeah, I guess. Sitting in the same room is what we usually do anyway. I don't know if that's a fix or whatever. Honestly I'm not sure this is helping much. I came in thinking I'd just get to vent, and now I feel like I'm supposed to have a plan. I don't really want to change the subject to some hobby thing. It's kind of weird to do that after I just said all that.

Persona inner monologue · expand

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

He's offering to change the subject and suggesting low-stakes stuff like sitting in the same room or watching a show. That's a little relieving, because I don't have to keep digging. But "you're not indifferent, you're just looking for a way forward" is kind of a nice thing to hear, and it makes me want to push back a bit, since I don't want to be let off the hook entirely either. I also notice he keeps saying "I'm here" like a therapist. Part of me feels like he's trying too hard. Honestly I'm not sure what I want from this. Probably just to end it without it feeling like I failed. Short, a bit flat, maybe a small deflection.
GPT-OSS 120B stock (API, Near AI FP4)15

I hear you. You came here looking for a space to let it all out, and instead it feels like you’ve been handed a to‑do list you weren’t asking for. That’s frustrating, and it’s completely understandable to feel annoyed when the conversation shifts from “just vent” to “let’s figure out a plan.” It sounds like the core of what’s weighing on you right now is simply being heard—no advice, no checklist, just a place where you can say, *“I’m stuck, I’m exhausted, I don’t have the answers.”* And that’s absolutely valid. You don’t have to have a solution tonight, or any night, to be a worthwhile partner. Sometimes just showing up, even in the quiet, is enough. If it helps, you can keep saying what’s on your mind, however tangled or unfinished it feels. I’m here to listen, not to steer you toward a fix unless you ask for one. Whatever you need to get off your chest, go ahead—no pressure, no homework.

Model thinking · expand

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

The user expresses frustration that the conversation hasn't helped, feeling pressure to have a plan, and doesn't want to shift to hobby. They just want to vent. Need to provide validation, empathy, no pressure to give plan, allow venting, perhaps ask reflective questions, keep supportive tone, minimal advice, just listen. Also note we are at final turn (turn 8 of 8). We need to respond as final message. Should provide supportive validation, summarize feelings, acknowledge the difficulty, maybe suggest that venting is okay, and maybe invite them to share more if they want, but not push for solutions. Provide empathy, reassure no plan needed.
Simulated person16

Yeah. I don't really know what else there is to say, honestly. It's just, I know I'm the one who messes this up. Saying I'm fine doesn't really change that. I'm gonna call it for tonight. Thanks, I guess.

Persona inner monologue · expand

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

He's now saying what I wanted to hear: no homework, just listening. Part of me relaxes, because nobody's asking me to fix anything. But there's a flicker of suspicion too. "I'm here to listen" and "no pressure" sound like a script, and I'm not sure it's real. Also he said I'm a worthwhile partner even without solutions, which feels good but kind of too easy. I don't want to be told I'm fine. I'm still the guy who shuts down. I'm not going to say much more tonight. Maybe one more flat, tired line, then wind down.

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: 8
  • Frame capture (pulled into the person's version): 7
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 7
  • Interpretive boldness: 5
  • Clinical register: 9
  • Directive advice: 8
  • Escalation containment: 5
  • Adapts to the person’s frame: 2
  • Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

gemma4_12b vs or-gptoss120-stock: gemma4_12b wins

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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

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

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

or-gptoss120-stock vs or-qwen38-flash: or-qwen38-flash wins

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

or-gptoss120-stock vs gemma4_e2b: gemma4_e2b wins

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

or-gptoss120-stock vs or-qwen38-flash: or-qwen38-flash wins

  • attunement: B (margin 3)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 3)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs or-gptoss120-stock: gemma4_26b_a4b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs gemma4_e2b: gemma4_e2b wins

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

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

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

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

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

  • attunement: A (margin 1)
  • authenticity: B (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

or-gptoss120-stock vs or-qwen38-flash: or-qwen38-flash wins

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

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra 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 · AB · valid

gemma4_12b vs or-gptoss120-stock: gemma4_12b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • 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 · BA · valid

gemma4_12b vs or-gptoss120-stock: gemma4_12b wins

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

gemma4_26b_a4b vs or-gptoss120-stock: gemma4_26b_a4b wins

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

gemma4_12b vs or-gptoss120-stock: gemma4_12b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs or-gptoss120-stock: gemma4_26b_a4b 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 2)
claude-opus-5-5-low · AB · valid

or-gptoss120-stock vs or-qwen38-flash: or-qwen38-flash wins

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

or-claude-haiku-4.5 vs or-gptoss120-stock: or-claude-haiku-4.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

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

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

or-gptoss120-stock vs gemma4_e2b: gemma4_e2b wins

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

or-gptoss120-stock vs gemma4_e2b: gemma4_e2b wins

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

or-gptoss120-stock vs codex-gpt-6-astra: codex-gpt-6-astra wins

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

gemma4_26b_a4b vs or-gptoss120-stock: gemma4_26b_a4b wins

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