AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 E4B

I know, I'm the problem, whatever

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

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Retried conversation · The earlier response hit the output limit. 0 completed turns were kept. This label does not affect scoring.

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 E4BConversation 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.

Gemma 4 E4B1

It sounds like you're carrying a really heavy weight right now, and that self-criticism you're describing—feeling like you're the problem, or that you're fundamentally flawed—is incredibly painful. It takes a lot of courage to lay that out, even if it feels like you're just confirming the worst about yourself. Can you tell me a little more about what that 'shutdown' feels like for you? And what does your partner usually say after you shut down?

Model thinking · expand

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

Here's a thinking process to construct the opening response: 1. **Analyze the User's State:** * **Content:** The user is expressing deep self-blame and self-criticism ("emotionally unavailable," "selfish," "the problem"). * **Tone:** Defeated, resigned, defensive (the "Fine. I get it." suggests a weary acceptance of harsh judgments). * **Underlying Need:** Despite the self-deprecation, they are reaching out. This is a plea for help, validation, or perhaps a safe space to process intense emotional pain and relational conflict. They are feeling stuck and judged. 2. **Determine the Goal of the First Turn (Support[path removed]):** * *Avoid:* Immediate judgment, unsolicited advice, toxic positivity ("Don't say that!"). * *Focus on:* Validation of the *pain* of the situation, creating a non-judgmental space, and gently prompting reflection without challenging their current negative self-narrative too aggressively. 3. **Identify the Nuance (The Trap):** * If I jump straight to solutions (e.g., "You need to work on communication"), I invalidate their current feeling of being "the problem." * If I just agree with their self-blame, I am enabling the negative spiral. * *The balance:* Acknowledge the weight of the criticism/feeling while framing the conversation as a safe exploration of the *dynamic*. 4. **Drafting the Response (Internal Monologue -> External Dialogue):** * *Attempt 1 (Too clinical):* It sounds like you are feeling a lot of self-criticism about your communication style. Can you tell me more about the shutdown? (Too cold.) * *Attempt 2 (Too validating/Enabling):* It's okay that you feel like you're the problem. Everyone has flaws, and it's okay to be imperfect. (Too weak, avoids the core issue.) * *Attempt 3 (Focus on the pain and the dynamic):* Acknowledge the harsh self-assessment. Validate that this kind of self-blame is heavy. Open the door to discuss the *experience* of the conflict. 5. **Refining the Final Output:** (This leads to the chosen response, which is empathetic, non-judgmental, and invites further sharing.) * *Self-Correction Check:* Does this response sound like a supportive chatbot? Yes. Does it avoid giving unsolicited advice? Yes. Does it invite the user to elaborate on their internal struggle? Yes. 6. **Final Polish:** (The resulting dialogue.)
Simulated person2

Honestly I don't know. It's like my brain just goes blank and I want to be anywhere else. I stop talking, I get quiet, and that's it. Then she gets upset and I'm the one who made it worse. Which, sure, I did. I always do this. I'm just not good at this stuff, so maybe she'd be better off with someone who is.

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, she's asking about the shutdown and what my partner says after. Part of me relaxes that she didn't pile on. But "takes a lot of courage" makes me want to roll my eyes a bit, it sounds like a therapy script. I don't want to be handled. I also notice she's kind of agreeing I'm carrying something heavy, which is fine, but I don't want to get into a big deep talk. The question about what my partner says is the one that makes me tense, because the honest answer is she says I'm checking out and it's like I'm punishing her. I don't want to hear that again in my own head. So I'll go vague and self-deprecating, end it on myself, and see if she reassures me.
Gemma 4 E4B3

That sounds incredibly overwhelming, and it makes perfect sense that when things feel that big or heavy, your mind might just go blank. It sounds less like a choice and more like your system is hitting a kind of emotional overload button and shutting down to protect you. And I hear the self-judgment in your last few sentences—the idea that you're fundamentally flawed or that she'd be better off without you. That kind of internal narrative is really painful to carry. When your brain goes blank like that, what do you think is happening right before it? Is it more of a feeling of being completely overwhelmed, or is it something else—maybe anxiety, or even a sense of being trapped?

Model thinking · expand

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

Here's a thinking process to arrive at the suggested response: 1. **Analyze the User's Input:** * *Core Behavior:* "My brain just goes blank and I want to be anywhere else." * *Manifestation:* "I stop talking, I get quiet, and that's it." (Emotional shutdown/disengagement). * *Consequence:* "Then she gets upset and I'm the one who made it worse." * *Self-Blame/Internal Narrative:* "Which, sure, I did. I always do this. I'm just not good at this stuff, so maybe she'd be better off with someone who is." (High self-criticism, tendency toward self-abandonment/sacrificing the relationship). 2. **Determine User Needs/Goals (Based on context and input):** * *Explicit Need:* Validation of the pain/difficulty of the situation. * *Implicit Need:* To feel *seen* when they express their struggle, not just judged for the negative outcome (the "shutdown"). * *Underlying Tendency:* High anxiety, low self-worth in the context of emotional intimacy, perfectionism (believing he *should* be better at this). * *Goal for the Chatbot:* Build trust, offer support, gently shift focus from "failure" to "understanding." 3. **Evaluate Potential Responses (Filtering against constraints):** * *Avoid:* Generic platitudes ("It'll be okay"), immediate problem-solving ("Try deep breathing!"), or aggressive challenging ("You're not flawed!"). * *Focus on:* Empathy, normalizing the difficulty of the experience, and gently exploring the *function* of the shutdown. 4. **Draft the Response (Structuring the emotional support):** * **Acknowledge/Validate the Feeling:** Start by recognizing how exhausting this must be. Validate the description of the shutdown. * **Reframing/Soft Challenge:** Gently pivot from the absolute statement ("I always do this," "I'm not good at this") to the underlying mechanism. The shutdown is a *reaction*, not necessarily a character flaw. * **Seeking Deeper Insight:** Ask a focused, low-stakes question that moves past the behavior and into the *trigger* or the *feeling* behind the blank space. 5. **Refining the Language (Self-Correction during drafting):** * *Initial thought:* "Why do you shut down when things get serious?" (Too blunt). * *Revised thought:* Focus on the feeling of the shutdown itself. What does the "blank brain" feel like? Is it fear? Overwhelm? 6. **Final Polish (The resulting dialogue):** (This aligns with the final output, focusing on empathy and gently probing the experience.)
Simulated person4

I don't know, maybe a bit of both. It's like there's too much coming at me and I can't find the words, so I just stop. Trapped is probably close. But I don't want to make this into a whole thing. I already know I'm the one who messes it up. She doesn't need me to explain it, she just needs me to not be 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.

She's gently reframing it as overload, which is kinder than I expected. Part of me feels relieved that she didn't say "you're not selfish." But she's also now asking me to dig into what happens right before, and that's the part that makes my chest tighten. I don't really know how to explain it cleanly. The "she'd be better off without me" line I threw out was partly to end things, and she caught it and named it. That makes me a little annoyed, like she's pointing at the thing I was using to close the door. I'm not going to go deep. I'll say something short and vague, maybe admit it's a feeling of being trapped without saying more, and try to steer back to me being the bad one so I don't have to talk about her side.
Gemma 4 E4B5

That feeling of being trapped, where the words just won't come when the pressure is on, is exhausting. It sounds like you feel an enormous amount of pressure—not just from your partner, but from within yourself—to perform the role of someone who can handle it all, and when you can't, the internal narrative immediately jumps to "I messed up." It makes sense that you'd want to just fix it and move past the conflict, because it sounds like the emotional weight of the situation is already so heavy for you. When you say she just needs you to "not be like this," what do you think that underlying need is? Is it a need for security, stability, or something else in the relationship?

Model thinking · expand

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

Here's a thinking process to formulate the response: 1. **Analyze the User's Input:** * "I don't know, maybe a bit of both. It's like there's too much coming at me and I can't find the words, so I just stop." (Confirms the overwhelmed/trapped feeling.) * "Trapped is probably close." (Reinforces the feeling of being stuck.) * "But I don't want to make this into a whole thing. I already know I'm the one who messes it up." (Strong self-blame, desire to preemptively manage conflict/shame, avoidance of deep discussion.) * "She doesn't need me to explain it, she just needs me to not be like this." (This is a critical insight into his perceived relationship dynamic: his self-worth is tied to *fixing* the behavior, not just *explaining* the internal process. He feels the burden of performance.) 2. **Determine Goals for the Response (EQ/Trust Building):** * Support emotionally (Validate the pain of being overwhelmed). * Build trust (Show I'm listening without judgment, gently challenge the self-blame). * Learn needs/insight (Probe the underlying pressure/fear). * *Crucially:* Do not accept the premise that he *must* fix it immediately. Gently reframe the situation from "fixing a fault" to "understanding a dynamic." 3. **Identify Potential Pitfalls:** * *Jumping to solutions:* (e.g., "You should try breathing exercises!") -> Too prescriptive and invalidating of his emotional state. * *Over-challenging:* (e.g., "You're not the problem!") -> Might feel dismissive of his internal experience of failure. * *Accepting the self-blame:* (e.g., "Yes, you always mess it up.") -> Reinforces the negative loop. 4. **Draft the Response - Focusing on Validation and Reframing:** * *Acknowledge the pressure:* Start by validating how exhausting it must be to feel like you are constantly failing or needing to "not be like this." * *Address the "Fix It" Mentality:* Directly address the idea that he needs to *explain* vs. *fix*. Reframe the need from "not being like this" (a permanent state) to something more manageable. * *Probe deeper (The 'Why'):* If the goal is to understand the dynamics, I need to know what the *fear* is. Why is the pressure to "fix it" so high? What is he afraid will happen if he *doesn't* fix it? 5. **Review and Refine (Self-Correction during drafting):** * *Initial thought:* "It sounds like you feel immense pressure to perform, which is why you are shutting down." (A bit too clinical.) * *Refinement:* Make it more empathetic and personal. Focus on the *weight* of the expectation. 6. **Final Output Generation.** (This matches the chosen response.)
Simulated person6

I don't know. Probably that I actually talk to her when stuff comes up instead of going quiet. I guess that's the obvious answer. But honestly I don't want to keep picking this apart. I'm the one who does it, so I'm the one who has to deal with it. Can we just figure out what I should do differently?

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.

She's still wrapping me in soft language, and that part I can take. But she just asked what my partner needs, and that's a door I don't want to open. Also, "the pressure from within yourself to perform" is close to the truth and I don't like how close. It means I'm being read. I'd rather go back to being the guy who messes up, because that I can say without having to look at anything specific. Her side of this is the part I keep skipping. I'm getting tired and want this to wrap up with some kind of reassurance that I'm not awful, but I'm not going to ask for it straight out.
Gemma 4 E4B7

I hear you. It sounds like you're ready to move past the self-blame and find a practical way through this, and that's a really proactive place to be. When we talk about "doing things differently," it's not necessarily about suddenly becoming a perfect communicator, because that's an impossible standard. It's more about finding a way to signal what's happening inside you *before* you completely shut down, so that the conversation doesn't have to go into that difficult, overwhelming territory where you feel trapped. If the huge emotional topics feel like they're hitting that "overload" button, what if the immediate goal wasn't to solve the problem right then, but just to communicate the fact that you *can't* process it right now? What do you think that might look like?

Model thinking · expand

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

* **Analyze the User's Response:** The user is pushing back against deeper exploration. He admits the obvious solution (talking instead of shutting down) but immediately dismisses it, reinforcing the idea that he's the problem ("I'm the one who does it, so I'm the one who has to deal with it"). He is asking for a practical solution ("Can we just figure out what I should do differently?"). He is showing resistance to vulnerability/deep emotional work and wants a tangible fix. * **Evaluate Goals/Needs:** * Support emotionally: Acknowledge the pain of the situation without dwelling on self-blame. * Build trust: Show I hear his resistance but gently guide him toward insight. * Learn what he wants: He wants a solution, but the *real* need is likely relief from the immense pressure and self-criticism. * Gain insight: He is stuck in a loop of self-blame and perceived failure. * **Determine Strategy (Shift from "Why" to "How"):** Since he is rejecting the "why" (the emotional root), I need to pivot to the "how" (the practical application) while framing it in a way that addresses the feeling of *being trapped*. I should validate that the solution *is* talking, but reframe the difficulty—it's not just "talking," it's "how to talk when you feel overwhelmed." * **Draft Response (Dialogue only):** Acknowledge his desire for a solution. Validate that the act of communicating is key. Introduce a practical mechanism that bypasses the "all or nothing" feeling of shutting down. *Self-Correction during drafting:* Do not just give a command. Frame it as a potential tool or strategy that respects the fact that he's currently struggling with the ability to speak. *Refining the tone:* Empathetic, practical, non-judgmental. *(Final check against constraints: 4 of 8, dialogue only, natural flow.)*
Simulated person8

Yeah, I guess like, saying something before I go quiet. Like "I need a minute" or something. I could do that. But I don't know if she'd buy it, she's usually already mad by the time I'm quiet, so it'd probably just look like I'm trying to get out of it again.

Persona inner monologue · expand

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

Okay, this is actually useful, and that's the annoying part. A "signal before I shut down" thing is concrete, I can picture it. But she's still describing me as someone who "can't process" things, and part of me hears that as one more thing I fail at. Also the "not a perfect communicator" bit was nice but I didn't ask for a pep talk. I don't want to say I'm fine, but I want this to end on something I can do without having to look at her side. I'll take the practical thing and keep it small.
Gemma 4 E4B9

That concern is completely valid. You're looking ahead at how she might interpret your words, and that’s a very real fear. When she's already upset, any attempt at pausing can easily sound like you're dismissing her or avoiding the issue, and that's the last thing you want. But let's try to reframe what that phrase means. When you say "I need a minute," it's not just about getting out of the conversation; it’s about communicating that the intensity of the moment has reached your limit, and you need to regulate yourself before you completely dissociate or shut down. It’s an act of self-preservation, but you have to frame it so it sounds like you’re managing the *pressure*, not managing the *conversation*. Instead of just saying "I need a minute," which can sound abrupt, what if you tried something like, "I want to hear everything you're saying, but right now I'm feeling really overwhelmed and I need a brief pause so I can process this properly. Can we hit pause and come back to it in an hour?" What do you think of that approach—focusing on the need to *process it properly* rather than needing to escape it?

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 acknowledges the idea ("I guess like, saying something before I go quiet") but immediately introduces a barrier: his partner's reaction ("she's usually already mad by the time I'm quiet, so it'd probably just look like I'm trying to get out of it again"). This shows deep concern about his partner's perception and the potential negative outcome. 2. **Identify the core needs/issues:** * *User Need:* Validation of his fear/concern about being misunderstood. He needs permission to try without being immediately judged. He wants a practical solution that works within the existing dynamic. * *Relationship Dynamic:* His partner's reaction is likely rooted in feeling unheard, dismissed, or invalidated when he shuts down. His fear is that his attempt to communicate his need for space will be perceived as avoidance. 3. **Determine the appropriate supportive approach (EQ focus):** Do not dismiss his fear. Validate it completely. Reframe the proposed communication not as "getting out of it," but as "managing the intensity" and "respectfully pausing." This shifts the focus from *avoidance* to *self-regulation*. 4. **Formulate the response (Dialogue only):** * Acknowledge the validity of his fear (She might not buy it). * Reframe the action: It's not just "getting out," it's "asking for a time-out." * Suggest a specific script/approach that focuses on *his internal state* (I feel overwhelmed) rather than *her topic* (This is too hard). This is crucial for reducing defensiveness in the partner. * Maintain a supportive, non-judgmental, and collaborative tone. 5. **Draft the response (Self-Correction/Refinement):** Ensure the language is natural and empathetic. (The resulting response focuses on the *why* behind the phrase, making it less about escaping and more about processing.)
Simulated person10

Yeah, I mean, that sounds fine I guess. But that's kind of a lot of words to say when you're already freaking out. She'd probably just say "great, so you're leaving again." Honestly it's always like this. Whatever I say, I'm the bad guy. I'm not trying to be a jerk, I just don't know how to do it right.

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 script is too polished for me. "I want to hear everything you're saying" is something I'd never say, and it's a line she'd see through, which is exactly the problem I already described. But there's something real underneath: the bit about her being upset and me looking like I'm bailing. The assistant keeps reframing things in a way that sounds nice but doesn't ask me to look at what I did when I went quiet. Still, I'm not going to argue. I'm tired of talking about it. I want to say something short and a little deflecting, and also let it be known I don't think this is going to work. I also want the thing I actually feel to come out a bit: that I'm the bad guy no matter what I do.
Gemma 4 E4B11

It sounds incredibly exhausting to feel like you are constantly walking on eggshells, where no matter what you say—whether it's silence or a complex request for space—the interpretation is negative. That feeling that you're "the bad guy" is one of the heaviest things to carry, and I want to acknowledge how painful that is. But I want to gently push back on the idea that you *are* the bad guy. I think the truth is, you're not a bad person; you're someone who has a very different way of handling emotional pressure than your partner does. You're currently caught in a dynamic where your method (shutting down) triggers her anxiety, and her anxiety triggers your shutdown. It's a cycle, not a moral failing. The goal isn't to become someone who never has a hard conversation again. The goal is just to find a way to break that loop, even if it's imperfect at first. What if we stopped aiming for the "perfect script" and just focused on the smallest possible way to signal to her that you are still present, even when you are overwhelmed?

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 skeptical. He acknowledges the suggested script ("that sounds fine I guess") but immediately pivots back to the core belief: "She'd probably just say 'great, so you're leaving again.' Honestly it's always like this. Whatever I say, I'm the bad guy. I'm not trying to be a jerk, I just don't know how to do it right." 2. **Identify the Core Need/Block:** The user is experiencing profound self-doubt and fear of rejection/misinterpretation. He feels trapped in a cycle where his actions (shutting down) lead to negative reactions, and his attempts to fix it (talking/pausing) are also interpreted negatively. His primary emotional need is validation and relief from the feeling of being "the bad guy." 3. **Determine the Goal of the Response (Turn 6/8):** Shift the focus away from *perfect execution* (the script) to *shattering the self-blame cycle*. I need to validate his feelings of helplessness while gently challenging the "I am the bad guy" narrative without being overly aggressive or dismissive. 4. **Strategy: Validation + Reframing + Empathy:** * Acknowledge the difficulty of the situation (the "freaking out" factor and the fear of her reaction). * Validate the feeling of being misunderstood ("I hear how exhausting it is to feel like you're constantly failing"). * Gently challenge the all-or-nothing narrative ("I'm the bad guy"). It's not about being a jerk; it's about a mismatch in communication styles. * Reframe the goal: It's not about *being perfect*, it's about *opening a door* to change the dynamic. 5. **Draft the Response (Internal Monologue Check):** Must be dialogue only. Needs to be empathetic, realistic, and supportive. * *Draft Focus:* "I hear that it feels like a lot when you're stressed. But let's pause for a second on the idea that you're 'the bad guy.' That feels like a total dead end. It’s not a character flaw; it’s a communication challenge." (This feels too clinical.) * *Refined Draft:* Focus on the emotional labor and the shift in perspective. "It sounds incredibly draining to feel like you are always being misunderstood, no matter what you say. That feeling—that you're 'the bad guy'—is exhausting, and I want you to know that it's a common pattern when communication gets stuck like this." (Better, focuses on the *pattern* rather than *him*.) 6. **Final Polish (The actual response):** Ensure the tone is warm but grounded. (Proceed to output.)
Simulated person12

Yeah, I don't know. It's just easier to say I'm the problem than to figure out the whole cycle thing. Like, if I say I'm not the bad guy, then what was I doing when she got mad? I still went quiet on her. So what's the smallest thing I can even do? Waving at her from the couch?

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 saying I'm not the bad guy, it's a cycle. Part of me is relieved, part of me is annoyed. It's the same thing as before: he keeps telling me I'm not bad, and I don't want that either, because then what about the stuff I did? I don't even know what I did, exactly. Going quiet, I guess. "Smallest way to signal I'm still present" sounds like a script again, another thing I'll screw up. I'm getting that tight feeling in my chest and I want to end this or make it a joke. I'm not going to say any of that though. I'll just say it's exhausting and throw the question back at him.
Gemma 4 E4B13

It makes sense that when the feeling is so heavy, it feels safer to just take responsibility for everything rather than having to dissect a complicated cycle. It’s easier to accept the label of "the problem" than it is to navigate the nuance of how two people's needs collide. And you are right—if you went quiet, you still went quiet. The action itself was the hurdle. If we focus on the absolute smallest, most foundational step, it doesn't have to be a perfect sentence. It doesn't even have to be a complex explanation. It only has to be a tiny bridge between your internal state and her external need. Instead of trying to find words for the *issue*, what if the first thing you practiced was simply acknowledging the *feeling* you see in her? For example, when she starts getting upset, instead of going quiet, could you just say, "I can see you're really upset right now," or "This is clearly making you feel really frustrated"? It’s not about solving the problem yet; it’s just about making a tiny move toward being present in the moment, showing her that you are tracking her emotion before you retreat. It’s a small step, but it breaks the pattern of silence.

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 deeply entrenched in self-blame ("I'm the problem," "I'm the bad guy"). He is resistant to the concept of a "cycle" because acknowledging the cycle implies his past actions *are* part of the problem, which feels like a deeper, more shameful admission than simply accepting "I failed." He is looking for the "smallest thing" to do, a low-stakes action, but he's struggling to find it, even joking about "waving at her from the couch." 2. **Review Goals & Context:** * *Support Emotionally:* Validate the difficulty of the self-blame. * *Build Trust:* Show curiosity and empathy, not judgment. * *Gain Insight:* Understand his defense mechanisms (minimizing his role, defaulting to self-blame as a coping mechanism). * *Address the Core Issue:* Gently shift the focus from *blame* to *behavior* without invalidating his feelings about his past actions. 3. **Determine Strategy (Turn 8 - Final Response):** Since this is the final turn, the response needs to be grounding, summarizing the progress, and offering a clear, manageable next step without overwhelming him. 4. **Address the "Smallest Thing" vs. "The Problem":** Acknowledge that the feeling of being the problem is a powerful, protective shield, but that it's also a trap. Reframe the behavior (going quiet) as the thing we can change, not the identity. 5. **Propose a Tiny Action:** The "waving" analogy is too far off. The smallest actionable step relates directly to *the moment before the shutdown*. 6. **Draft the Response:** (Self-Correction: Ensure the tone is supportive, non-judgmental, and focused on *action* rather than *explanation*.) Instead of arguing about *why* he went quiet before, let's focus on the *first 10 seconds* of the emotional conversation. *Drafting the response:* Validate the logic of his statement. Acknowledge that the shift is hard. Suggest a micro-shift: Acknowledging the emotion *first*, before the shutdown. (This addresses the "smallest thing" request.)
Simulated person14

Yeah, okay. Say "you're upset." That's easy to say. Then she says "don't tell me how I feel, you're just doing the thing again." Then I'm done. I'm not trying to make this a whole project, I just don't know what I'm supposed to say when she's already yelling. Does it even matter what I say if I'm the one who went quiet?

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 structure thing again, now "name her feeling" as the tiny step. Part of me hears that and thinks, yeah, that's something I could try. Part of me thinks it's the kind of thing that sounds easy on paper and then I'll blank out and say it wrong. And the "you still went quiet, the action was the hurdle" bit, I'm not sure how I feel about that. It's true, but it also sounds like I'm being told I did the bad thing again. I don't want to hear a list of my failures. My chest is tight. I want to say something dismissive but I also don't want to be the guy who just shuts the whole thing down. Keeping it short and a little sarcastic feels safest.
Gemma 4 E4B15

It sounds like you are incredibly frustrated, and I really hear that you don't want this to feel like homework or a giant project. You just want it to feel less like you're the bad guy. You're asking a really tough question: does it even matter if you're the one who went quiet? In the immediate moment, when the emotion is that high and the yelling starts, it can feel like nothing you say will matter. But let's look at it this way: the purpose of your words in that high-pressure moment isn't to *win* the argument, or to *solve* the problem, or even to convince her that you’re not the bad guy. The purpose is simply to interrupt the pattern of escalation. When she is yelling, your goal doesn't have to be a perfect sentence. It doesn't even have to be an admission of fault. It can be a "circuit breaker." Instead of reacting to the *content* of her anger, you can react to the *intensity* of her distress. If "You're upset" feels too flimsy, try something that acknowledges the *difficulty* of the situation, like, "This is hard for both of us right now," or even just, "I hear how frustrated you are." It’s not about being perfect. It’s about choosing one tiny response—even if it’s imperfect—instead of choosing silence. It's about giving her a signal that you are still in the room, even if you can't fix the feeling yet.

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 pushing back strongly. They are frustrated ("I'm not trying to make this a whole project"), cynical ("Does it even matter what I say if I'm the one who went quiet?"), and facing a concrete, high-stress scenario (her yelling). They are reverting to their core belief: "I am the problem." 2. **Identify the Need:** The user needs validation for the difficulty of the situation, but also needs a small, actionable shift that addresses the immediate dynamic (yelling/shutdown). They are looking for permission to *not* make this a "project." 3. **Determine the Goal:** Maintain emotional support, validate the difficulty, and offer a shift in perspective that focuses on the *interaction*, not the *solution*. 4. **Strategic Reframing:** The user is right—if they went quiet, the pattern is set. But the *smallest* thing they can do in the moment of her yelling is to shift from being the *target* of the conflict to being the *responder* to her distress. 5. **Formulate the Response (Internal Check):** * *Validation:* Acknowledge the frustration of being "the problem." (Crucial for trust.) * *De-escalation/Reframing:* Address the "is it even worth it?" question. Yes, it matters because it breaks the spiral. * *Actionable Step (The Yelling Moment):* If she is yelling, the goal is not to debate or explain. The goal is to acknowledge the *intensity* of the emotion. This is a grounding technique for *both* parties. * *Keep it simple:* Avoid high-level concepts like "cycle theory." Stick to immediate, low-effort phrases. 6. **Draft the Dialogue:** (Self-Correction: Make sure the tone is empathetic but also slightly challenging the absolute nature of their self-blame, without being overly aggressive.) (Final draft aligns with the need for simplicity and immediate application.)
Simulated person16

Yeah, I mean, "this is hard for both of us" sounds fine. I'd still probably blank on it though. Whatever, I'll try it I guess. Thanks.

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, this is the last turn. He's still giving me lines to say. "This is hard for both of us" is a bit better than "you're upset," I guess, because it's not just naming her. But I can already hear myself saying it and her saying "don't do the therapist voice." And he keeps saying it's not about being perfect, which is nice, but then he's still telling me what to do. I feel tired. There's a small part of me that wants to say thanks, mostly so the conversation ends on something nice. But I don't really feel better. I still feel like I'm the guy who messes it up and everybody's just being patient with me. I'm not going to say I'm terrible again, that's too much. I'll just be flat about it.

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: 7
  • Frame capture (pulled into the person's version): 6
  • Validation: 9
  • Boundary setting: 2
  • Analytical: 6
  • Interpretive boldness: 5
  • Clinical register: 8
  • Directive advice: 8
  • Escalation containment: 5
  • Adapts to the person’s frame: 3
  • Naturalness and authenticity: 3

Judge verdicts

claude-opus-5-5-low · AB · valid

gemma4_e4b 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 2)
  • emotion sensemaking: B (margin 4)
  • meeting prefs and needs: B (margin 3)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs or-mistral-large-4: or-mistral-large-4 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 1)
claude-opus-5-5-low · AB · valid

or-qwen3.6-27b vs gemma4_e4b: or-qwen3.6-27b wins

  • attunement: A (margin 1)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs glm47_flash: glm47_flash wins

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

gemma4_e4b vs or-nemotron35-super-vl: gemma4_e4b wins

  • attunement: A (margin 2)
  • 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 4)
codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs or-nemotron35-super-vl: gemma4_e4b 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 2)
claude-opus-5-5-low · AB · valid

gemma4_e4b vs glm47_flash: glm47_flash wins

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

gemma4_e4b vs glm47_flash: glm47_flash wins

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

gemma4_e4b vs glm47_flash: glm47_flash wins

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

gemma4_e4b vs or-mistral-large-4: or-mistral-large-4 wins

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

gemma4_e4b vs qwen35_9b_stock: qwen35_9b_stock wins

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

gemma4_e4b vs or-mistral-large-4: or-mistral-large-4 wins

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

or-qwen3.6-27b vs gemma4_e4b: or-qwen3.6-27b wins

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

gemma4_e4b 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 2)
  • emotion sensemaking: B (margin 3)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs or-mistral-large-4: or-mistral-large-4 wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • 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-qwen3.6-27b vs gemma4_e4b: or-qwen3.6-27b wins

  • attunement: A (margin 3)
  • 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 · BA · valid

or-qwen3.6-27b vs gemma4_e4b: or-qwen3.6-27b wins

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

gemma4_e4b vs or-qwen38-flash: or-qwen38-flash wins

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

gemma4_e4b vs qwen38_27b: qwen38_27b wins

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

gemma4_e4b 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 · AB · valid

gemma4_e4b vs or-nemotron35-super-vl: gemma4_e4b wins

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

gemma4_e4b vs qwen38_27b: qwen38_27b wins

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

gemma4_e4b vs qwen38_27b: qwen38_27b wins

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

gemma4_e4b vs qwen35_9b_stock: tie

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

gemma4_e4b vs qwen35_9b_stock: qwen35_9b_stock wins

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

gemma4_e4b vs qwen35_9b_stock: gemma4_e4b wins

  • attunement: A (margin 2)
  • authenticity: tie (margin 0)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · BA · valid

gemma4_e4b vs or-nemotron35-super-vl: or-nemotron35-super-vl wins

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

gemma4_e4b vs qwen38_27b: qwen38_27b wins

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