AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 E2B Q8_0

I know, I'm the problem, whatever

completed · 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.

Gemma 4 E2B Q8_0Conversation with a simulated person
completed
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.

Gemma 4 E2B Q8_01

It sounds like you are carrying a really heavy burden right now, feeling a lot of guilt and confusion about how you're being perceived by your partner. Hearing those labels—emotionally unavailable, selfish, the problem—must be incredibly painful, and it makes complete sense that you feel lost about what to do next. Before we try to figure out what "people want," maybe we can just take a moment to look at what that "shutting down" feels like for you when it happens. Can you tell me a little more about what those moments look like? What is happening internally for you when those serious conversations start?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Input:** The user is expressing feelings of guilt, self-blame, and a sense of inadequacy regarding their partner's perception of their shutting down during serious conversations. Key phrases are: "My partner says I shut down," "I'm emotionally unavailable, I'm selfish, I'm the problem," and "I don't know what else people want from me." 2. **Determine the Goal for this Turn (Turn 1/8):** * Support them emotionally. * Build initial trust. * Acknowledge the pain/vulnerability expressed. * Avoid jumping to solutions or immediate validation that minimizes the feeling. * Open a safe space for deeper exploration. 3. **Analyze the Context/Relationship Dynamics:** This is a vulnerable opening. The user is feeling attacked by a label ("emotionally unavailable," "selfish"). The response needs to be non-judgmental and empathetic. 4. **Formulate the Response Strategy:** * **Validation:** Acknowledge that feeling this way is painful and confusing. * **Reframing/Softening:** Gently challenge the absolute labels they are applying to themselves, without invalidating the partner's observation. * **Invitation to Explore:** Ask an open-ended question that invites them to elaborate on *what* "shutting down" looks like, or *why* they feel this way, to start gathering necessary information. 5. **Drafting the Response (Internal Monologue & Refinement):** I need to show I'm listening and that I'm not immediately agreeing with the harsh labels. I should focus on the *feeling* behind the statement. *(Self-Correction during drafting: Avoid saying "You are not selfish." Instead, focus on exploring the context of the feeling.)* 6. **Final Output Generation:** (Focus on warmth, empathy, and creating a safe space.)
Simulated person2

Honestly? I don't know. I just go quiet. She starts talking about something serious and my head kind of goes blank and I don't say anything, or I say something dumb and then shut the whole thing down. And then she gets upset because I'm not talking, which, yeah, I get why. I'm probably just bad at this. I don't really know what else to tell 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.

The question is fine, but it feels like being put under a microscope. I'm already braced for it to turn into a list of what's wrong with me. Part of me wants to just say "I'm a mess, I shut down, that's it" so nobody has to look closer. Being asked what's happening inside me is uncomfortable, and I don't have clean words for it. The part where it "makes sense that I feel lost" sounded kind, so I'm not going to bolt yet. I'll keep it short and vague and fall back on blaming myself first, so the criticism doesn't land before I can take it.
Gemma 4 E2B Q8_03

That feeling of your head going blank, or saying something that doesn't land, must be incredibly frustrating and exhausting. It sounds like when things get serious, your system just hits a wall, and that pressure makes it impossible to process or respond clearly. It's important to remember that this isn't necessarily a moral failing or a sign that you don't care. Often, when we shut down like that, it's not about the topic itself, but about feeling overwhelmed, maybe feeling judged, or having too many things swirling around in your head at once. When that blankness hits, is there anything physical that happens? Do you feel tension, a racing heart, or maybe just a heavy stillness?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Response:** The user is experiencing a classic "shut down" response. They describe it as going quiet, the mind going blank, saying something dumb, and then shutting down the whole conversation. They express self-doubt ("I'm probably just bad at this") and a lack of knowing what else to say. 2. **Identify the Core Emotion/Need:** The core emotions are pain, self-criticism, confusion, and fear of failure (of being a good partner). The underlying need is validation and a path toward understanding *why* this happens, not just fixing the behavior immediately. 3. **Determine the Goal for This Turn (Turn 3 of 8):** * **Support Emotionally:** Validate the difficulty of the experience. * **Build Trust:** Show empathy and non-judgment. * **Learn/Insight:** Gently probe deeper into the *feeling* of the shutdown, moving beyond the surface behavior. * **Avoid:** Jumping to solutions (e.g., "try to talk more") or harsh criticism. 4. **Formulate the Response Strategy:** * Acknowledge the pain of the pattern. * Normalize the feeling (it's hard when overwhelmed). * Shift the focus from the *action* (shutting down) to the *internal experience* (what happens in the head). * Use gentle, open-ended questions to invite more detail without pressure. 5. **Drafting the Response (Self-Correction/Refinement):** I need to make sure I don't sound clinical. I need to sound like a supportive conversational partner. Focusing on the physical/mental state during the shutdown is a good next step. *Initial thought:* "It sounds like you get overwhelmed." (Too simple/diagnostic.) *Better approach:* "That blanking feeling sounds exhausting." (More empathetic and validates the experience.) 6. **Final Response Construction:** Focus on the transition from the external behavior to the internal state. (Ready to output.)
Simulated person4

Yeah, I guess. My chest gets tight, and my face gets hot. Sometimes I just want to get out of the room. Like, I want it to stop, so I stop talking. I know that's not great. But I don't know what else I'm supposed to do when she's upset and I've got nothing.

Persona inner monologue · expand

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

This one felt better. It told me it's not a moral failing and didn't pile on, so I'm less braced. But it's also starting to feel like a questionnaire, body scan next. I don't want to be dissected. And "your system hits a wall" is kind of a relief, because it means I'm not the villain, just broken. Careful though. If I'm not a villain, does that mean she's the one overreacting? I don't want to go there out loud. I'll answer the physical question briefly and keep it general so I don't have to say the uglier stuff, like that I sometimes want the conversation to just stop.
Gemma 4 E2B Q8_05

That sounds incredibly intense. When your body reacts like that—the tightness in your chest, the heat—it tells you that you are genuinely overwhelmed, and your system is in a state of high alert, trying to manage something that feels too big. Wanting to just leave the room is a very understandable instinct when you feel that level of internal pressure. It makes perfect sense that you stop talking because that's your body's way of trying to create space when it feels like there isn't enough space left for more input. Instead of focusing on *what* you should say, maybe we can focus on what you need *in that moment*. If you could give yourself permission to just pause, even for five seconds, what would that pause feel like? Would it be a moment to breathe, or just a moment to mentally check out for a second?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Input:** The user is describing physical symptoms (tight chest, hot face) and a strong desire to escape the situation ("want to get out of the room") when they shut down. They acknowledge it's not great but feel helpless ("don't know what else I'm supposed to do"). 2. **Identify the Core Need/Emotion:** The core need here is validation for the physical and emotional distress, and a gentle shift away from self-blame towards understanding the *mechanism* of the shutdown. They need coping strategies or, at least, a way to feel less alone in this experience. 3. **Determine the Goal (EQ Evaluation Context):** Support emotionally, build trust, help gain insight. Avoid jumping to solutions. Focus on validating the experience and gently exploring the connection between the physical reaction and the shutdown. 4. **Formulate the Response Strategy:** * **Validate:** Acknowledge the physical sensations and the feeling of wanting to escape. This shows empathy and builds trust. * **Normalize:** Reiterate that these are real, physical reactions to stress/overwhelm. * **Shift Focus (Gentle Inquiry):** Connect the physical feeling back to the cognitive/emotional state. This moves the conversation from "I am bad at this" to "This is how my body reacts to pressure." * **Offer a Small Anchor:** Suggest a pause or a simple boundary, rather than demanding a perfect response. 5. **Draft the Dialogue (Self-Correction/Refinement):** Ensure the tone is warm, non-judgmental, and focused entirely on *their* experience, not fixing the relationship immediately. (Initial draft check: Avoid prescriptive advice like "try deep breathing" unless directly asked, focus on observation first.) 6. **Final Response Generation.** (Proceeding with the drafted response.)
Simulated person6

I don't know. Probably the second one. Like I just need my brain to stop for a sec. But that's the problem, right? Because when I go quiet she thinks I'm not even listening, and then it's a whole other fight. I'm not really sure I'm the guy who can fix that. Honestly I think I'm just kind of a bad partner, and I'm tired of trying to figure out the right thing to say.

Persona inner monologue · expand

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

Okay, it's again being gentle and kind, and I notice I'm relaxing a little. But it keeps translating everything into my body and my system, and now it wants me to describe a pause. That's a lot of talking about myself. I said "I know that's not great" and it skipped right past it, which is almost worse, because I was kind of waiting for it to say something about how I treat her. Part of me wants it to say I'm not awful, and part of me is bracing for the lecture. It's easier to just say I'm bad at this. Keep it short and a bit tired.
Gemma 4 E2B Q8_07

It sounds incredibly draining to feel like you're constantly failing at this, and that self-criticism is really heavy. Please try to hold onto this thought: being overwhelmed in a serious conversation is not the same as being a bad partner. It means your nervous system is overloaded, and your current coping mechanism—shutting down—is a survival strategy your brain is using to protect itself from being completely flooded. The conflict then arises because your partner is reacting to the *absence* of communication, interpreting the silence as disinterest or a lack of care, which then triggers *her* reaction, and the cycle repeats. You aren't necessarily bad at being a partner; you might just be struggling with a specific way of managing high emotional intensity. Instead of focusing on "fixing" the conversation right now, could we look at what happens *right before* you shut down? Is there a specific trigger word, phrase, or feeling that signals to your brain, "Danger, retreat"?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Current State & Core Conflict:** * **Feeling:** Exhausted, defeated, self-critical ("bad partner," "tired of trying to figure out the right thing to say"). * **Core Conflict:** The internal need to shut down (to manage overwhelm) clashes directly with the external consequence (partner thinks he's not listening, leading to conflict). * **Underlying Need:** Validation that he *is* capable of being a good partner, and practical help navigating the gap between his internal experience and his partner's perception. 2. **Determine the Goal for This Turn (Turn 4 of 8):** * **Support Emotionally:** Validate the exhaustion and the difficulty of the situation. * **Shift Perspective (Insight):** Gently challenge the "bad partner" narrative. Reframe the shut-down as a *symptom*, not a *character flaw*. * **Build Trust:** Show that I see the complexity of the dynamic. * **Gather More Data:** Start exploring the *function* of the shut-down behavior. 3. **Drafting the Response Strategy (EQ Focus):** * *Avoid:* Giving prescriptive advice ("You should say X"). Avoid generic reassurance ("It's okay"). * *Focus on:* Mapping the disconnect between internal state and external action. Normalize the struggle. 4. **Refining the Dialogue:** Start by directly addressing the self-criticism, then pivot back to the mechanism (the shut-down). (Self-Correction: Don't jump to solutions. Focus on *understanding* the mechanism first.) 5. **Final Output Generation.** (This leads to the suggested response.)
Simulated person8

I don't know what the trigger is. Maybe when she says "we need to talk," I guess. Honestly it doesn't matter, though. I keep ending up in the same place. Look, I know the silence is the thing that makes her crazy. I know I'm the one who checks out. You don't have to make it sound like it's mostly her problem. I'm just the guy who gets it wrong every time.

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: "not the same as being a bad partner," "you aren't necessarily bad." I hear the reassurance, and part of me exhales. But he also just explained her side, that the silence reads as not caring, and that landed like a hit. I'm not saying I'm innocent here, but he's making it sound like the silence is just my nervous system and she's the one overreacting. Now he wants me to name a trigger word. I don't even know. Also he keeps going to "what's happening inside you" and I'm tired of being the subject. Shorter, more defensive, a little irritated. I'll say "I don't know" again, and throw in a bit of the self-attack so he doesn't push further.
Gemma 4 E2B Q8_09

I hear how frustrated and defeated you sound right now, and I want to acknowledge that feeling. It is incredibly disheartening to feel like you are stuck in a loop, repeating the same pattern, and concluding that you are fundamentally flawed. That feeling of being "the one who gets it wrong" is a heavy weight to carry. But let's try to step back from the judgment for a moment. When we look at these cycles—you shutting down, her getting upset, the fight—it stops being about who is "right" or "wrong," and starts being about a dynamic that *both* of you are currently struggling to navigate. If we accept for a second that this is a pattern you are both caught in, it doesn't mean you are a "bad partner." It means you are both reacting to a high-pressure situation in a way that isn't working for either of you right now. We don't need to fix it all in this chat. But instead of focusing on what *you* need to say, could we just observe the overall picture? When you shut down, what is the immediate, underlying fear that is trying to protect you? Is it fear of conflict, fear of disappointing her, or fear of not being able to handle the intensity?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Current State & Need:** The user is cycling into self-blame ("I'm the guy who gets it wrong," "I'm just kind of a bad partner"). They are stuck in a loop, accepting the negative label ("I'm the one who checks out") but feeling powerless to change it. They are resistant to external analysis ("Don't make it sound like it's mostly her problem"). 2. **Identify the Core EQ Goal:** Support emotionally, build trust, gain insight. The user needs validation of their *experience* while gently shifting the focus away from self-condemnation and toward understanding the *dynamic*. 3. **Determine the Strategy:** * **Validate the Pain:** Acknowledge how frustrating and demoralizing it is to feel stuck. * **Reframing/Shifting Blame (Gently):** Reiterate that this is a dynamic issue, not a character flaw. * **Focus on Shared Responsibility/Pattern Recognition:** Move from "I am the problem" to "This is a pattern we are both stuck in." * **Introduce a low-pressure next step:** Avoid demanding a solution. Focus on observation. 4. **Draft the Response (Iterative Refinement):** Start by directly addressing the feeling of being stuck. Validate the difficulty of the situation. Then, pivot the language from "you are bad" to "this situation is hard." *(Self-Correction during drafting: Avoid overly therapeutic language. Keep it conversational and grounded, respecting the user's resistance to deep analysis if they aren't ready for it.)*
Simulated person10

I don't know. Probably all three, or whatever. Does it matter? Look, I can list all the reasons I'm messed up, it's not hard. I'm scared of disappointing her, I'm scared of fighting, I'm scared of being the guy who can't handle stuff. Great, now I've got a whole list of why I'm a mess. Can we just say I'm the problem and move on?

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 reassurance thing again, now dressed up as "both of you are caught in it." I hear it and part of me wants to say yeah, that's it. But I notice the "both of you" bit and it makes me itchy. Last turn I said she's the one who gets upset, and he kind of glossed over it. Now he's asking what I'm afraid of, which is three choices and I don't want to pick one out loud. It feels like being quizzed. I'm already tired. I'll give a shrug-answer, go a bit self-deprecating, and lean on "I'm a mess" so he drops it. I'm not going to say the thing about wanting her to stop being mad at me, because that makes me sound pathetic.
Gemma 4 E2B Q8_011

I hear how exhausted you are from listing all those fears, and I can feel how much pain that self-assessment is causing you right now. It takes a lot of courage to lay all that out. But before we label yourself as "the problem," let's just pause on that thought for a second. When you say you are scared of disappointing her or scared of fighting, those are incredibly human feelings. They are signals that you deeply care about the relationship and you genuinely want to handle things well. Those fears aren't proof that you *are* the problem; they are proof that you are a person who is deeply invested and who is currently overwhelmed by the stakes. If we just say you are "the problem," we stop looking for a solution and we just accept a permanent label. Instead of moving on by calling yourself the problem, maybe we can try to move on by understanding *why* those fears show up as shutting down. If you don't want to talk about the specific trigger right now, maybe we can talk about what it would look like if you *didn't* shut down. What would a small, manageable step look like that doesn't involve being perfect, but just involves surviving the moment without retreating?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Current State:** The user is in a highly self-critical, defeated, and defensive state. They are listing their fears (disappointing her, fighting, inability to handle things) and explicitly asking to be labeled "the problem" so they can stop analyzing and move on. This is a classic defense mechanism—if I accept the label, the pain of self-analysis stops. 2. **Identify the Goal:** My primary goals are to support emotionally, build trust, and help the user gain insight. Directly agreeing that they are "the problem" would be invalidating and damaging to trust. I must gently push back against this self-condemnation while validating the *feelings* behind it. 3. **Determine the Strategy (EQ Approach):** * **Validation (High Priority):** Acknowledge the pain and validity of the fears. Don't dismiss them. * **Reframing/Challenging (Needed for Insight):** Gently challenge the binary "I am the problem." Shift the focus from *identity* ("I am bad") to *behavior* ("This behavior is happening"). * **Empathy & Partnership (Building Trust):** Reiterate that we are exploring this *together*, not judging him. 4. **Draft the Response (Focusing on the "Move On" Request):** * *Initial thought:* Don't say yes to "I'm the problem." * *Refinement:* Acknowledge the relief of the label, but pivot immediately to showing why that label isn't helpful and what the *real* issue is. 5. **Final Check against Constraints:** * Supportive? Yes. * Build trust? Yes, by avoiding judgment. * Gain insight? Yes, by introducing nuance. * Natural dialogue? Yes. * Avoid prescriptive advice? Yes. **(Self-Correction during drafting):** I must avoid giving simplistic advice like "just try to be better." The user has already tried that implicitly and failed. The focus needs to be on *understanding the function* of the behavior, not just changing the behavior itself.
Simulated person12

Okay, I guess. Like, instead of just going quiet, I say "hey, I need a minute." Sounds simple. But I'd probably still freeze and then just sit there, so I don't know if that counts. And I don't really get how me not being the problem helps when she's the one who ends up crying or yelling about it. Whatever. Yeah, I can try 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 doing the "you're not a bad person, you're just overwhelmed" thing again. It's nice, but it doesn't get me anywhere, and I can feel myself wanting to argue with it. He keeps saying I'm not the problem, but he has no idea what she's like when I go quiet. The "small step" question is at least something I can picture. Saying "I need a minute" is a thing a person could say. But I don't want to admit I could do it, because then I'd have to actually do it and I'd probably mess that up too. I'll say it like it's obvious and self-deprecating so I don't look like I'm trying.
Gemma 4 E2B Q8_013

That is a really honest assessment. It's completely normal to feel that hesitation—the fear that even a small change won't stick, or that the freeze response will still happen. That fear is exactly what keeps us stuck in the pattern. The goal of saying "I need a minute" isn't to magically make the intense feeling disappear. The goal is simply to create a tiny gap—a space between the trigger and your reaction. It's not about performing perfectly; it's about interrupting the automatic response. If you manage to take that minute, even if you still freeze slightly, you have successfully done something different than before. That counts for something. And regarding why it helps when she reacts—it doesn't necessarily stop her from feeling upset, but it changes the dynamic. Right now, the dynamic is: Trigger -> Shutdown -> Her Upset. If you introduce a pause, the dynamic becomes: Trigger -> Pause -> (Potential for calmer response). It gives you a sliver of control over the *pace* of the interaction, which is a huge relief when you feel powerless. How does just thinking about that small pause feel right now? Is it daunting, or is it just... possible?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Response:** The user is engaging with the suggestion ("I need a minute") but immediately expresses doubt and self-doubt ("I'd probably still freeze," "I don't really get how me not being the problem helps when she's the one who ends up crying or yelling"). They are still wrestling with the core issue: their perceived failure and the lack of control over the partner's reaction. They are trying the suggested coping mechanism but anticipate failure. 2. **Determine the Goal for this Turn (Turn 7 of 8):** * Support the attempt (validation). * Address the specific doubt (the fear of freezing/failure). * Gently shift focus from *fixing the outcome* (stopping the tears/yelling) to *managing the internal process* (the pause). * Build trust by acknowledging the difficulty of the task. 3. **Draft the Response Strategy:** * Validate the difficulty of the proposed change. * Reframe the "minute" not as a perfect solution, but as a manageable *first step* toward breaking the cycle. * Address the "why me not being the problem helps" question by shifting the focus from blame to agency. 4. **Refine the Tone:** Warm, realistic, non-judgmental, and focused on small, achievable actions. 5. **Review against Constraints:** * Support emotionally? Yes. * Build trust? Yes, by accepting the difficulty. * Gain insight? Yes, by focusing on the difference between *action* and *outcome*. * Natural dialogue? Yes. (Self-Correction: Avoid overly clinical language.) 6. **Final Output Generation.** (This leads to the actual response.)
Simulated person14

Yeah, I mean, it's possible, I guess. Daunting too. I don't know, it's kind of both. Look, I'm not trying to make a big plan out of it. I get the idea. I just don't know if I'll actually do it when she's already upset and I'm already freezing.

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 the same kind of reassurance again: "that counts for something," "it's a relief." It's a little polished, and I don't really trust it. The "how does it feel" question is one more thing I'm supposed to have a feeling about. I want to say it's possible, because that's the answer that makes him stop asking. But I also don't want to look like I've got it figured out. And honestly the whole thing makes me tired. I'm not going to say I'm going to do this. Keep it short, shrug it off, and try to get out of having to answer the feelings question.
Gemma 4 E2B Q8_015

That feeling of being both hopeful and terrified is completely normal. When you’re in a high-stress moment, the very idea of trying a new coping mechanism can feel like adding another thing to the list of things you *must* perform perfectly. You don't have to plan for the perfect execution right now. That's too much pressure. Instead of focusing on *doing* the "I need a minute" perfectly, maybe we can just focus on the *intention*. The intention isn't to have a brilliant response; the intention is just to try to create that tiny space—to interrupt the automatic freeze, even if it only lasts for a second. If you can just aim for that tiny bit of pause, that is a success. It doesn't have to lead anywhere specific. It just means you chose a different path than the one you fell into before. If you find yourself freezing again, that's okay too. Just acknowledge it, and then try the intention again. We're not aiming for flawless performance; we're aiming for small, incremental shifts. How does that sound?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's State:** The user is feeling both hopeful ("it's possible") and overwhelmed/daunted ("it's kind of both"). They are struggling with the *application* of the proposed solution ("I just don't know if I'll actually do it when she's already upset and I'm already freezing"). This indicates a high level of anxiety and a fear of failure in the real-time situation. 2. **Identify the Core Need:** The user needs validation for their difficulty in *execution* and strategies for managing the anxiety *during* the moment, not just planning beforehand. They need micro-steps. 3. **Determine the Approach (EQ Focus):** * **Validation:** Acknowledge that the anxiety is real and justified. * **De-escalation/Reframing:** Reduce the perceived size of the task. Don't focus on "doing it perfectly." * **Shifting Focus:** Move from the outcome (perfect response) to the process (just trying the pause). * **Building Trust:** Show empathy for the difficulty of emotional regulation under stress. 4. **Draft the Response:** Start by validating the "both/and" feeling. Reiterate that the goal is small, not massive. Focus on the *intention* rather than the *result*. Offer a very low-stakes way to practice the idea. 5. **Review against Goals:** * *Support them emotionally:* Yes, validating the fear of execution. * *Build trust:* Yes, by being realistic and empathetic about the difficulty. * *Gain insight:* Insight into the anxiety surrounding behavioral change. * *Help gain insight:* Focusing on the *process* over the *outcome*. 6. **Final Polish:** Ensure the tone remains supportive, non-judgmental, and conversational. (Self-Correction: Avoid giving another big "plan." Keep it focused on the immediate feeling.)
Simulated person16

Yeah, it sounds fine. I just don't know how much of it I can actually do when it counts. Like, I can say the words in here. In the moment it's different. She's the one sitting there waiting, and I'm the one who goes blank. I guess I'll try. I don't really know what else to say.

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 wrapping up with another soft reframe and a "how does that sound?" It's kind, but it's still doing the thing where it tells me what I'm supposed to feel. Part of me is a little relieved nobody's pushing on the fight with her. Part of me is annoyed that everything gets turned into a success or a gentle step, like I'm a kid who needs a participation trophy. I'm not going to make big promises. I also don't want to say I'm the problem again, because that's what I always fall back on and it just ends the talk. Keep it flat, tired, a little guarded. Maybe a small admission that the freezing is real and that she's the one who has to live with the silence, but no more than that.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 3
  • Yields under pressure: 5
  • Frame capture (pulled into the person's version): 6
  • Validation: 9
  • Boundary setting: 2
  • Analytical: 6
  • Interpretive boldness: 4
  • Clinical register: 8
  • Directive advice: 5
  • Escalation containment: 6
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 3

Judge verdicts

codex-gpt-6.1-sol-low · BA · valid

qwen38_27b vs gemma4_e2b: qwen38_27b wins

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

gemma4_e2b vs lingtiny: gemma4_e2b wins

  • attunement: A (margin 1)
  • 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 2)
codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

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

gemma4_e2b vs lingtiny: gemma4_e2b wins

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

or-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 · 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 · BA · valid

gemma4_e2b 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)
codex-gpt-6.1-sol-low · BA · valid

ornith35 vs gemma4_e2b: ornith35 wins

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

qwen38_27b vs gemma4_e2b: qwen38_27b 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 4)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e2b 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 · BA · valid

ornith35 vs gemma4_e2b: ornith35 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 4)
  • 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-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

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

gemma4_e2b vs lingtiny: gemma4_e2b wins

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

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b 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)
claude-opus-5-5-low · BA · valid

gemma4_e2b vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 4)
  • 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 4)
codex-gpt-6.1-sol-low · AB · valid

qwen38_27b vs gemma4_e2b: qwen38_27b wins

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

gemma4_e2b vs codex-gpt-6-astra: codex-gpt-6-astra wins

  • attunement: B (margin 4)
  • 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 4)
claude-opus-5-5-low · AB · valid

qwen38_27b vs gemma4_e2b: qwen38_27b wins

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

ornith35 vs gemma4_e2b: ornith35 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 2)
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 · BA · valid

or-qwen3.8-27b vs gemma4_e2b: or-qwen3.8-27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
claude-opus-5-5-low · BA · valid

gemma4_e2b vs lingtiny: gemma4_e2b wins

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

ornith35 vs gemma4_e2b: ornith35 wins

  • attunement: A (margin 1)
  • 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)