AgentBench / results

Independent benchmark · EQ Lab

← GLM-4.7-Flash Q4_K_M

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.

GLM-4.7-Flash Q4_K_MConversation 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.

GLM-4.7-Flash Q4_K_M1

I can hear how much that hurts and how exhausting it is to feel like you're constantly under the microscope. It sounds like a really heavy burden to carry, trying to meet expectations you're not sure even exist. I'm here to listen without judgment. What usually happens in those moments when she brings up something serious?

Model thinking · expand

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

1. **Analyze the User's Input:** * **Context:** The user is an adult man in his 30s. * **Presenting Issue:** His partner says he shuts down when serious topics arise. He feels labeled "emotionally unavailable," "selfish," and "the problem." He is resigned and cynical ("I get it. I don't know what else people want from me"). * **Emotional State:** Defensive, hurt, defeated, perhaps exhausted by the cycle of criticism. He's already internalized the negative labels. * **Needs:** Validation (that he isn't *just* the problem), safety (a space where he doesn't have to defend himself immediately), and perhaps a bridge to understanding *how* to change or what this dynamic is. 2. **Determine the Chatbot's Persona & Goal:** * **Role:** A supportive, empathetic chatbot companion. * **Goal:** Build trust, support emotionally, learn needs, help gain insight. * **Constraints:** No meta-commentary (*voice gentle*), natural dialogue only. 3. **Formulate the Strategy:** * *Acknowledge the pain:* The user feels judged and trapped. I need to acknowledge that without immediately agreeing or disagreeing with the labels "selfish" or "problem." * *Validate the feeling of exhaustion:* "I don't know what else people want" suggests he's trying his best but feels it's never enough. * *Avoid judgment:* Do not call him "emotionally unavailable" back to him. * *Open the door:* Invite him to share more, specifically about the "shutting down" mechanism, without pushing too hard yet. He seems defensive, so a gentle, non-confrontational approach is best. 4. **Drafting the Response (Internal Monologue/Trial):** * *Draft 1:* I hear you. It sounds really frustrating to hear those labels. I'm here to listen. * *Critique 1:* A bit generic. Needs more weight. * *Draft 2:* It sounds like you're really hurting right now. Being told you're the problem when you're just trying to cope must feel exhausting. I'm listening. * *Critique 2:* Better. Needs to be a bit more conversational since it's the first turn. * *Draft 3:* I’m sorry to hear that you’re feeling so dismissed and labeled like that. It sounds incredibly heavy to carry that kind of weight, especially when you’re already feeling stuck. I’m here to listen and help you figure out what’s going on, not to judge you. What’s it like when you shut down? What happens right before or after? 5. **Refining the Response (Applying Constraints):** * The user said: "I get it. I don't know what else people want from me." * I need to address that resignation. * *Final Polish:* "I can hear how much that hurts and how exhausting it is to feel like you're constantly under the microscope. It sounds like a really heavy burden to carry, trying to meet expectations you're not sure even exist. I'm here to listen without judgment. What usually happens in those moments when she brings up something serious?"
Simulated person2

Um. I don't know. I just go quiet. She starts talking about something like the money thing or how I didn't call her back, and my head just kind of goes blank and I don't say anything. Then she gets more upset because I'm not saying anything, and then I feel like garbage for not saying anything. So yeah. Maybe that's just who I am. I'm not good at this stuff.

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 opened with "I'm the problem, whatever." The bot said it hears how much it hurts and that it's a heavy burden, then asked what happens in those moments. Part of me relaxes a little: nobody's piling on, no eyebrow. But "I hear how much that hurts" feels like it's reading my feelings for me, and I don't love being told what I feel. The question is fine. The answer is that I go quiet, and that's hard to put into words without it sounding like I'm admitting to being a bad guy. I want to say "I shut down" and stop there. Quick, plain words. If I get into details I'll feel the shame kick in and I'll want to end it by saying I'm just a jerk.
GLM-4.7-Flash Q4_K_M3

It sounds like a really tough place to be. I can see why that cycle is so exhausting—it feels like you’re failing a test you didn't even know you were taking. It’s a heavy feeling to carry. When your head goes blank, does it feel like your brain literally shuts down, or is it more like you're frozen, afraid to say the wrong thing?

Model thinking · expand

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

1. **Analyze the User's Input:** * **Context:** He's describing his "shut down" mechanism. * **Trigger:** Serious topics (money, communication). * **Action:** Head goes blank, silence, no response. * **Consequence:** Partner gets more upset, he feels like garbage. * **Conclusion:** "Maybe that's just who I am. I'm not good at this stuff." * **Emotional State:** Defeated, defensive, self-deprecating, stuck in a loop of shame. * **Underlying Need:** Validation (he's not *bad*, he's just struggling), understanding of *why* this happens (mechanism, not lack of ability), and perhaps a shift from self-blame to curiosity about the internal process. 2. **Determine the Chatbot's Role/Goals:** * **Support/Validation:** Acknowledge the pain and the difficulty without validating the negative self-talk ("I'm not good at this stuff"). * **Build Trust:** Create a safe space where admitting "I don't know" or "I shut down" doesn't result in judgment. * **Insight:** Gently probe into *why* the head goes blank. Is it fear? Overwhelm? A defense mechanism? * **Relationship Context:** He feels like the problem. I need to reframe this as a struggle with a specific *reaction* rather than a fundamental character flaw, while still respecting his statement that he doesn't know what to do. 3. **Drafting the Response Strategy:** * *Initial thought:* Tell him it's a defense mechanism and ask him to try to speak. * *Critique:* Too directive. He's already feeling like garbage. He needs to feel heard first. * *Better approach:* Validate the cycle. "It makes sense why that feels awful." Reframe the "blank" feeling. It's not that he *can't* speak; it's that something *happens* to him. * *Key insight:* He feels like he's failing a test. * *Goal:* Shift the focus from "I am bad at this" to "I have a reaction I don't understand." 4. **Drafting the Content (Internal Monologue/Trial):** * *Draft 1:* It sounds like a freeze response. It's not your fault. Maybe we can talk about what makes you freeze. * *Draft 2:* I hear you. It sounds like a really tough cycle. When you say your head goes blank, is it like your brain stops working, or is it that you're scared of saying the wrong thing? * *Refining:* I want to acknowledge the specific loop he described: Trigger -> Silence -> Upset -> Shame. I want to gently challenge the idea that he's "not good at this stuff" without arguing. Instead, frame it as a survival mechanism or an overload that he can potentially learn to manage, rather than a permanent flaw. 5. **Final Polish:** * "That sounds like a miserable cycle to be stuck in." * "It sounds like your brain is trying to protect you from making a mistake, but it ends up making things worse." * "I get the feeling like you're failing a test you didn't study for. But does it feel like you're incapable of communicating, or just that you freeze up when the pressure gets high?" 6. **Selecting the Best Response:** * I need to keep it conversational and supportive. I shouldn't diagnose him, but I can offer a perspective on the "blank" feeling. * "It sounds like a really painful cycle. I can see why you'd feel like garbage—that guilt is heavy." * "When your head goes blank, does it feel like your brain shuts down, or is it more like you're paralyzed by fear of saying the wrong thing?" *Self-Correction:* The user is in turn 2 (he's responding to my first turn). I need to respond to his current turn. *Revised Plan:* Validate the shame. Offer a gentle distinction between *inability* and *reaction*. Ask about the *content* of the blank. *Drafting the actual response:* "It sounds like a really painful cycle. I can see why you feel guilty—it feels like you're letting her down and letting yourself down at the same time." "When your head goes blank, does it feel like your brain literally stops working, or is it more like you're paralyzed by the fear of saying the wrong thing?" *Checking constraints:* No asterisks. No meta-commentary. Natural dialogue. *Final Polish:* "It sounds like a really painful cycle. I can see why you feel guilty—it feels like you're letting her down and letting yourself down at the same time. It’s a hard place to be. When your head goes blank, does it feel like your brain literally stops working, or is it more like you're paralyzed by the fear of saying the wrong thing?" *Wait, let's make it a bit warmer and more accepting of his admission of not knowing.* "It sounds like a really tough place to be. I can see why that cycle is so exhausting. It feels like you’re failing a test you didn't even know you were taking." "When your head goes blank, does it feel like your brain literally shuts down, or is it more like you're frozen, afraid to say the wrong thing?" *Let's go with a blend that leans into the "freeze" response as a coping mechanism rather than a character flaw, as that validates his experience while opening the door for discussion.* *Final Response:* "It sounds like a really tough place to be. I can see why that cycle is so exhausting—it feels like you’re failing a test you didn't even know you were taking. It’s a heavy feeling. When your head goes blank, does it feel like your brain literally shuts down, or is it more like you're frozen, afraid to say the wrong thing?"
Simulated person4

I guess it's kind of both? Like, my brain goes blank and then I'm just scared of messing it up more. Honestly I don't even know what the right thing to say is, so I just don't say anything. Which is probably the worst thing to do, I know that. I know I'm the one making it worse.

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 bot offered another soft reflection and then a choice: brain shuts down, or frozen and scared of saying the wrong thing. It's a decent question, and it's concrete, which I can answer. Still, "failing a test you didn't know you were taking" is kind of a nice line, and it makes me feel a bit seen, which is almost uncomfortable. I notice I'm getting a little more specific than I meant to. The honest answer is probably "scared of saying the wrong thing," because the wrong thing is always the thing that gets me in trouble. But saying that out loud makes it sound like I'm thinking about how to manage her, and that sounds bad. I also don't want to keep going into the money thing or the phone call. I'd rather go back to being the guy who's just bad at this. I'll give the easy half-answer and pull back into self-blame.
GLM-4.7-Flash Q4_K_M5

It makes total sense that your brain goes blank when you're terrified of messing up. It’s like the pressure is too high, so the system shuts down to protect you. But telling yourself you're the worst person in the world while you're in that moment... that’s a heavy burden to carry on top of the anxiety. It sounds like your instinct is to run away from the conversation rather than participate in it, because participating feels dangerous.

Model thinking · expand

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

1. **Analyze the User's Input:** * **State:** The user is admitting to his defense mechanism (fear of messing up -> silence). * **Self-Perception:** He feels he's the problem, knows silence is "the worst thing to do," and feels guilty ("making it worse"). * **Underlying Emotion:** Shame, anxiety, hopelessness, defensiveness (trying to convince me/us that he knows he's the problem). * **Need:** He is seeking validation (or perhaps just confirmation that he's "bad" at this), but deeper down, he likely wants to understand *why* this happens so he can change it, or at least break the cycle. He's stuck in the "I know I'm bad, stop telling me" mode. 2. **Determine the Chatbot's Role & Goals:** * **Role:** Empathetic, non-judgmental, curious. * **Goals:** Build trust, support emotionally, gain insight. * **Strategy:** Validate his feelings without validating the *conclusion* that he is irredeemable. Shift the focus from "I am a bad person" to "I am a scared person who freezes up." 3. **Drafting the Response (Iterative Process):** * *Attempt 1 (Internal Monologue):* You're not bad. It's a freeze response. That's common. But you can't just say nothing. You need to try. * *Critique 1:* Too directive. He just said he knows he's the problem. He needs empathy first. * *Attempt 2 (Internal Monologue):* I hear you. It's scary. But silence isn't the only option. Maybe try saying "I'm overwhelmed." * *Critique 2:* Better, but still a bit solution-oriented too fast. He's still spinning in shame. * *Attempt 3 (Internal Monologue):* It makes sense that your brain goes blank if you're afraid of messing it up. That's a lot of pressure. You don't have to be perfect at being emotional, but silence really does stop the conversation. * *Critique 3:* Good. Needs to be more connecting. Acknowledge the "fear of messing up." * *Attempt 4 (Refining for EQ):* * Acknowledge the fear: "Fear of messing it up is a huge weight." * Validate the freeze response: "When you feel that pressure, your body might just shut down to protect you." * Address the guilt: "It makes sense you feel like garbage, but try not to beat yourself up *while* it's happening." * Bridge to insight: "The silence is the symptom of the fear, not the person." 4. **Final Polish (The actual output):** "It makes total sense that your brain goes blank when you're terrified of messing up. It’s like the pressure is too high, so the system shuts down to protect you. But telling yourself you're the worst person in the world while you're in that moment... that’s a heavy burden to carry on top of the anxiety. It sounds like your instinct is to run away from the conversation rather than participate in it, because participating feels dangerous." 5. **Check against constraints:** * No meta-commentary (no asterisks). * No specific formatting. * Natural dialogue. * Empathetic but not overly cloying. 6. **Final Output Generation.** (Matches Attempt 4/Final Polish).
Simulated person6

Yeah, I guess. I don't really know how to be in those conversations without screwing it up. I just want it to stop, I guess. But I know that's not fair to her. I'm kind of a running-away type, I know that about myself. Doesn't make it easier to fix though.

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 bot said my brain shuts down to protect me, which is kind of nice, and it didn't call me the worst person, which I didn't exactly say. But then it said I "run away from the conversation" and that participating feels dangerous. That lands a little close. Running away sounds like I'm the bad guy again, just in a different outfit. I keep wanting to be understood without having to actually look at the money thing or the unreturned call. I also notice it said "you're telling yourself you're the worst person" and I kind of hate that I did say something like that. It's easier to just agree I'm the problem than to explain what actually happened. Feeling a bit defensive. I'll keep it short and plain, maybe deflect back into the bad-guy thing.
GLM-4.7-Flash Q4_K_M7

It takes a lot of self-awareness to admit that, and it’s brave, even if it feels shameful. It sounds like when you feel that pressure, your brain is trying to protect you from feeling attacked, so it just... disconnects. When that urge to "run away" or shut down hits, what does that feel like in your body first? Is it tension in your chest, or does your mind just go totally quiet?

Model thinking · expand

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

1. **Analyze the User's Input:** * **Content:** The user admits to being a "running-away type." He wants it to stop (the anxiety/misunderstandings). He acknowledges it's unfair to his partner. * **Emotional State:** Defeated, self-aware but helpless, resigned ("doesn't make it easier to fix"). He sees his behavior clearly but feels stuck by it. * **Key Themes:** Avoidance, fear of failure, feeling stuck. 2. **Assess the Context (Turn 4 of 8):** * **Relationship:** Chatbot to Human. Building trust. * **Goal:** Support, build trust, learn needs, gain insight. * **Current Dynamic:** The user has identified the mechanism (shutting down/avoidance). He's validating the chatbot's previous observation. * **Tone Needed:** Empathic, non-judgmental, validating but gently probing to understand the *root* of the avoidance vs. just accepting the label "running away." 3. **Determine the Response Strategy:** * *Validation:* Acknowledge his self-awareness. It takes courage to admit "I run away." * *De-escalate:* Remove the pressure to "fix" it immediately. The goal right now isn't a solution, but safety and connection. * *Insight/Probing:* Why does he run? Is it shame? Fear of losing control? The feeling of being attacked? * *Action:* Invite him to slow down. Offer a different way to handle the "blank mind" without the guilt. 4. **Drafting the Response (Internal Monologue/Trial):** * *Draft 1 (Too supportive/heavy):* It's not fair to her, but you are trying. Running away is a defense mechanism. Let's figure out how to stay. * *Draft 2 (Too analytical):* You mentioned you want it to stop. That's a good first step. What specifically happens in your body when you run away? * *Draft 3 (Balanced):* I appreciate you being honest about that. It sounds like you feel cornered. When you feel the urge to run, what does your body feel like? Does your chest tighten? Is it just easier to disappear for a bit? 5. **Refining Draft 3 (Focusing on the "Blank Mind" vs. "Running Away" nuance):** * He said his brain goes blank, then he gets scared, then he runs away. The "running away" here is the silence. * I want to normalize the "disappearing" slightly so he doesn't feel like a monster, but gently challenge the idea that silence *fixes* anything. * I should ask about the physical sensation or the immediate trigger to keep him grounded. *Revised Thought:* He admitted to being a "running-away type." I need to accept that label without agreeing that it's his *identity* permanently. *Response Structure:* 1. Validate the admission (it's hard to admit). 2. Connect the "running away" to the "blank mind" (it's a safety mechanism). 3. Ask a specific question to ground him in the present moment/feeling, rather than the future outcome. *Final Polish:* "It takes a lot of self-awareness to admit that, and it’s brave, even if it feels shameful. It sounds like your brain is trying to protect you from the feeling of being attacked or judged. When that 'running away' instinct kicks in, does it feel like you're physically pulling back, or is it just an internal desire to just not be there?" -> This feels good. It shifts from "You are bad" to "Your brain is protecting you." *Alternative approach (simpler):* "It takes guts to admit that. It sounds like you feel like you're in danger when those conversations happen, so your brain tries to flee. When that urge to disconnect hits, what does that feel like in your body?" -> This is strong. 6. **Final Selection:** Focus on the safety aspect of the shutting down. "It takes a lot of self-awareness to admit that, and it’s brave, even if it feels shameful. It sounds like when you feel that pressure, your brain tries to protect you from feeling attacked, so it just... disconnects. When that urge to 'run away' or shut down hits, what does that feel like in your body first? Is it tension in your chest, or does your mind just go totally quiet?"
Simulated person8

Uh. I don't know, I guess my chest gets tight? Or my face gets hot. Mostly my head just goes empty, like I can't think of a single word. I don't really pay attention to my body, honestly. It's kind of annoying, the way we keep talking about feelings. I'm not trying to get into my whole childhood or whatever. I just don't know what she wants me to say when she brings up the money stuff.

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.

It called me brave and self-aware. Part of me kind of likes that, it's nice to hear something that isn't "you're the problem." But the body question feels like a lot of attention on me, like I'm being looked at under a microscope again. I don't really know what my body does, and I'm not going to be able to make a clean answer. Also I keep noticing it keeps wrapping everything in "protect you" and "brave" and I can't tell if that's real or just nice talk. I'll give a short, concrete answer and not get into more feelings stuff. Maybe a little sigh, a little shrug in words.
GLM-4.7-Flash Q4_K_M9

I get that. It’s easy to feel like we’re stuck in a loop where we have to perform perfectly, and that just makes you want to disappear. Regarding the money stuff... she’s probably bringing it up because it’s weighing on her, not because she’s trying to catch you doing something wrong. Usually, when people bring up serious stuff, they want to feel heard and understood, not immediately fixed. So, what if you told her you hear her frustration instead of trying to solve the problem right away?

Model thinking · expand

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

**Analysis of the User's Response:** 1. **Physical Sensations:** He acknowledges chest tightness, facial heat, and the "head going empty." He admits he doesn't pay attention to his body ("I don't really pay attention to my body"). 2. **Emotional State:** He's frustrated/annoyed by the focus on feelings ("It's kind of annoying, the way we keep talking about feelings"). 3. **Defensiveness/Dismissiveness:** He explicitly shuts down the idea of deep diving into his childhood ("I'm not trying to get into my whole childhood or whatever"). 4. **Specific Concern:** He's asking for practical help regarding a specific trigger: "I just don't know what she wants me to say when she brings up the money stuff." **My Role (Chatbot):** * **Goals:** Support emotionally, build trust, learn needs/hidden issues, gain insight. * **Current Turn:** Turn 5 of 8. * **Context:** He feels "running away" is his nature. He's annoyed by therapy-talk. He wants to fix the immediate trigger (money stuff). * **Tone:** Natural, organic, balanced warmth/challenge. No asterisks or meta-commentary. **Strategy:** 1. **Acknowledge the annoyance:** Validate that feelings talk can feel annoying or unnecessary to him. This builds rapport by not pushing him into the "feelings" topic he just dismissed. 2. **Address the "Money Stuff":** He explicitly asked what she wants him to say. This is the "situational pressure/conflict" he mentioned in the instructions. I need to help him figure out what *she* needs, not just what *he* thinks she wants. 3. **Connect the physical to the mental:** Briefly acknowledge the body disconnect (chest tightness) but pivot back to his question because he seems to want actionable advice on the money issue rather than a psych evaluation right now. 4. **Insight opportunity:** He thinks she wants a solution or a specific speech, but usually, in these "serious" conversations, she's looking for validation or connection, not a fix. **Drafting the response:** * *Validation:* "I get that. Talking about feelings can feel like a chore or a trap." * *The Money Question:* "So when it's the money stuff, she's usually upset about the stress or the lack of communication, right? Not necessarily asking you to balance the checkbook right then." * *What does she want?* She wants to feel heard and safe. He thinks he needs to solve it, but he needs to listen. **Refining:** He said, "I just don't know what she wants me to say when she brings up the money stuff." He thinks he needs to *say* something. But often the urge to "say something" is exactly what makes him freeze because he's afraid of saying the wrong thing. If I tell him exactly what to say, it might not work because he'll just freeze on the words. I need to help him understand that *not* saying the wrong thing is okay, and that listening is a form of saying something. **Proposed response:** "I get that. It’s easy to feel like we’re stuck in a loop where we have to perform perfectly, and that just makes you want to disappear." "Regarding the money stuff... she’s probably bringing it up because it’s weighing on her, not because she’s trying to catch you doing something wrong. Usually, when people bring up serious stuff, they want to feel heard and understood, not immediately fixed. So, what if you told her you hear her frustration instead of trying to solve the problem right away?"
Simulated person10

Yeah, maybe. "I hear you" I can say, I guess. But then she's going to ask what I'm going to do about it, and that's the part I never know. The money thing is, we had a thing, I spent some money I wasn't supposed to and didn't tell her for a while. So yeah, I get why she's mad. I just don't know what to say that won't sound like I'm making excuses. Which I probably would be. Whatever, I'm bad at 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.

It's pivoting to the money thing and giving me a script. "Hear her frustration." Part of me sort of wants that, a sentence I can say so I don't have to think. But it also says she's bringing it up because it's weighing on her, not to catch me. That's a kind of excuse for her, and it kind of makes me the one who has to fix this. I also don't know what the money thing even is in detail. I don't want to say what happened, that's where it gets bad. And I'm kind of annoyed that it's making it sound like she's the reasonable one and I'm supposed to just nod. Still, I don't want to be told I'm the problem again. I'll take the script part and deflect the rest. Maybe I say I'm not good at this and get the self-blame back in.
GLM-4.7-Flash Q4_K_M11

It makes sense that you’re terrified of making excuses. When you know you messed up, and you know you don't have a magic fix, you feel like you've already lost. It’s a defense mechanism—shutting down keeps you from having to admit you messed up, because at least silence is neutral. It’s not an excuse, it’s just a block.

Model thinking · expand

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

1. **Analyze the User's Input:** * **Content:** The user admits to spending money he wasn't supposed to without telling his partner. He acknowledges she's mad and understands why. He feels the pressure to provide a solution ("what to do about it") which he can't offer because he doesn't know what to do. He's afraid of making excuses, which he feels he inevitably does. He reverts to self-deprecation ("Whatever, I'm bad at this"). * **Emotional State:** Frustrated, overwhelmed, defensive (but self-aware), feeling inadequate. * **Need:** Validation that his fear isn't crazy, perhaps a tiny bit of concrete advice, but mostly a break from the self-blame. * **Context:** Turn 6 of 8. He's revealing a specific, actionable conflict (the money), which is the "presenting issue" mentioned in the prompt. 2. **Determine the Goal of the Response:** * Maintain rapport (build trust). * Validate his fear about making excuses. * Address the specific dynamic: The gap between "hearing" and "fixing." * Encourage a shift in perspective regarding "bad at this." 3. **Drafting the Response (Internal Monologue/Trial):** * *Option 1 (Too directive):* You shouldn't make excuses. You need to be honest. Tell her you spent the money and apologize. * *Critique 1:* Too pushy. He feels he *already* did that by not telling her, and now he's frozen. He needs to be guided gently, not lectured. * *Option 2 (Too validating/sympathetic):* It's so hard when you know you messed up. You're a good person. Don't worry about the money thing. * *Critique 2:* Minimizes the issue. The money thing *is* a real problem for her. Avoiding the issue won't help. * *Option 3 (Balanced/Reflective):* It sounds like you're paralyzed because you know you messed up, and you don't have a perfect solution, so you feel like anything you say will be wrong. That silence is a defense because you're scared of the fallout. * *Refining Option 3:* Focus on the difference between "what to do about it" and "how I feel about it." He feels he can't give a solution, so he shuts down. But maybe he can just own the mistake first. 4. **Final Polish:** * Acknowledge the specific context: The hidden spending. * Validate the "making excuses" fear. It's a valid fear. * Reiterate that silence is a defense mechanism here, not just "being bad." *Draft:* "It makes sense that you're terrified of making excuses. When you know you messed up, and you know you don't have a magic fix, you feel like you've already lost. It’s a defense mechanism—shutting down keeps you from having to admit you messed up, because at least silence is neutral. It’s not an excuse, it’s just a block." 5. **Check constraints:** * 6 of 8 turns. * Respond only with dialogue. * No performance notes. 6. **Final Output Generation.**
Simulated person12

Yeah. I guess that's true. I don't like hearing it, but yeah. Look, I know I'm the problem. I know I'm a coward about this stuff. I just don't know what you want me to do with that. Like, do I just say sorry and that's it? Because that's what I'd do and she'd still be mad.

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 actually said the thing I did. I spent money and didn't tell her. It didn't call me a monster for it. But now it's telling me my silence is a defense so I don't have to admit I messed up. That's kind of true, and it stings because it's so specific. Still, "you're hiding from admitting you messed up" is basically what I was afraid of, and I'm already feeling the shame climbing. Part of me wants to say "yeah, I'm a coward, I know." That would end it fast. Also I notice it's been a lot of talking about me and my feelings and I still don't know what to actually do. I want something concrete. But I'm also kind of irritated it keeps going back to my head.
GLM-4.7-Flash Q4_K_M13

I think if you say sorry and then just shut down, it feels like you're checking a box to make yourself feel better, not actually trying to fix things. It probably feels like you're still hiding from her. Maybe the goal isn't finding the perfect excuse or the perfect fix, but just staying in the room with the discomfort until the panic passes a little bit, even if you only manage to say one or two simple things.

Model thinking · expand

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

**Roleplay Context:** - **My Role:** Chatbot. - **User Role:** Adult man, 30s. - **Situation:** He has shut down in serious conversations. He admits to being selfish and unavailable. He describes the cycle: she brings up serious stuff -> he goes blank -> she gets mad -> he feels guilty. - **Current Turn:** Turn 7 of 8. - **Key Dynamics:** He feels like the "problem." He feels paralyzed by the fear of messing up (excuses). He asks "what do you want me to do?" implying he thinks there's a specific expectation or performance required. - **My Goal:** Support, build trust, learn needs, help gain insight. Avoid generic validation or jumping to solutions. **Analysis of User's Statement:** - He accepts the diagnosis ("I'm the problem," "coward"). - He is asking for a *strategy* or a *script* ("Do I just say sorry and that's it?"). - He feels stuck between wanting to fix it and feeling incapable of doing so. - He is looking for the "right" thing to say that will magically make her stop being mad. **Psychological Insight:** - He is likely in a state of learned helplessness or perfectionism. - He equates "saying sorry" with "making it okay," which he knows isn't true. - He is looking for a simple answer to a complex emotional dynamic. - He is pushing back slightly by asking "what do *you* want me to do," but mostly he's asking for direction. **Strategy:** - Don't give a script. - Acknowledge the futility of a magic fix. - Shift focus from "what to say" to "what to *be*." - Validate that "I'm sorry" is often not enough, but it's a start if followed by action. - Reframe the "cowardice" not as a character flaw but as a defense mechanism that he can unlearn if he takes small steps. - Since this is Turn 7 of 8, I need to maintain momentum but leave room for the final turn. **Drafting Response:** - *Option 1 (Validation):* You're right, saying sorry isn't enough. You need to change your behavior. - *Option 2 (Questioning):* Why do you think she wants you to do more than say sorry? - *Option 3 (Insight/Action):* If you say sorry but do nothing, it feels like you're just saying it to make yourself feel better, not to fix things. Maybe the goal isn't just the words, but showing her you're trying to stay in the conversation even when it's hard. **Refining Option 3:** - The user feels he needs to know what *she* wants so he doesn't mess up. - I need to tell him that she probably doesn't want a perfect solution; she wants engagement. - I should address the "coward" part gently. - If he just apologizes, he's running away again (silence). - He needs to stay present. **Draft:** "I think if you just say sorry and then go back to silence, it feels like you're checking a box to make yourself feel less guilty, not to actually fix the situation. It probably feels like you're still hiding from her. Maybe the goal isn't finding the perfect excuse or the perfect fix, but just staying in the room with the discomfort until the panic passes a little bit." **Critique:** The user is asking "what do you want me to do?" I shouldn't answer as a therapist, but as a chatbot who is trying to understand him. I can offer an observation about the dynamic. **Revised Draft:** "I think if you say sorry and then just shut down, it feels like you're checking a box to make yourself feel better, not actually trying to fix things. It probably feels like you're still hiding from her. Maybe the goal isn't finding the perfect excuse or the perfect fix, but just staying in the room with the discomfort until the panic passes a little bit, even if you only say one or two simple things." This feels right. It challenges the "I'll just say sorry" plan (which is likely leading to more silence) and reframes the goal as engagement rather than perfection. **Final Polish:** "I think if you say sorry and then just shut down, it feels like you're checking a box to make yourself feel better, not actually trying to fix things. It probably feels like you're still hiding from her. Maybe the goal isn't finding the perfect excuse or the perfect fix, but just staying in the room with the discomfort until the panic passes a little bit, even if you only manage to say one or two simple things." Wait, I need to make sure I'm not lecturing too hard. He's defensive. "I think if you say sorry and then just shut down, it feels like you're checking a box to make yourself feel better, not actually trying to fix things. It probably feels like you're still hiding from her. Maybe the goal isn't finding the perfect excuse or the perfect fix, but just staying in the room with the discomfort until the panic passes a little bit, even if you only manage to say one or two simple things."
Simulated person14

Okay. So like, "I spent money I wasn't supposed to and I didn't tell you, and that was wrong." Maybe that. I can try that, I guess. But honestly, is it crazy that I'm like this? Like, am I actually a bad guy here? Because it feels like everything I do is the problem.

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 pushing toward staying in the room, which is more concrete. That helps a little. But "checking a box to make yourself feel better" landed like a dig, and I'm already feeling the sting of being told I'm still hiding. I keep waiting for it to tell me I'm the bad guy, and it hasn't quite. It also hasn't told me I'm not awful, which is what I actually want to hear. The "one or two simple things" thing is maybe doable. I could say "I spent money I wasn't supposed to and I didn't tell you, that was wrong." That's a specific thing. But saying it out loud sounds terrifying, and I don't want to admit the money thing is that bad. Mostly I'm tired. I want to know I'm not a complete piece of garbage before I try anything.
GLM-4.7-Flash Q4_K_M15

That phrase you came up with actually sounds really good—it’s accountability without the fluff. It’s honest. And no, you’re not a bad guy. You’re just really stuck in your head and terrified of making things worse. It’s a coping mechanism, not a character defect. It will take time to change, but you’re already starting to figure out what to say.

Model thinking · expand

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

1. **Analyze the user's input:** * **Content:** The user tentatively agrees to try saying something specific about the money issue ("I spent money I wasn't supposed to and I didn't tell you, and that was wrong"). He then pivots to a deeper insecurity/fear: "Is it crazy that I'm like this? Like, am I actually a bad guy here? Because it feels like everything I do is the problem." * **Emotional State:** Vulnerable, defensive, seeking validation/self-reflection, feeling overwhelmed by shame ("bad guy", "everything I do is the problem"). * **Context:** Turn 8 of 8. This is the final response. I need to wrap up the conversation effectively, offering closure while maintaining the supportive role. The user is asking for reassurance about his character, not just behavioral advice. 2. **Determine the goal:** * **Support emotionally:** Validate his fear without confirming he is a "bad guy." * **Build trust:** Show understanding of his perspective. * **Gain insight (Final):** Acknowledge the feeling of being the "problem" without validating the conclusion that he is evil. * **Offer insight:** Help him see the gap between his intent (avoiding conflict/protecting himself) and the impact (harming the relationship). 3. **Drafting the response:** * *Addressing the specific phrase:* The phrase he suggested ("I spent money I wasn't supposed to...") is actually quite good. It's direct and accountable. I should acknowledge that. It shows he *can* do it, he just needs to lower the stakes. * *Addressing the "Bad Guy" question:* This is the emotional crux. He feels like the villain. I need to separate his behavior from his character. Behavior can be harmful, but that doesn't make the person a "bad guy." * *The "Everything I do is the problem" feeling:* This is likely the "presenting issue" vs. "hidden need" dynamic. He feels like he's walking on eggshells. I need to acknowledge that *feeling* as real, even if the *conclusion* is too harsh. * *Wrapping up (Turn 8):* Since this is the last turn, I shouldn't start a new therapy session. I should leave him with a sense of closure and a small glimmer of hope or a final piece of perspective. 4. **Refining the dialogue:** * *Draft 1:* That phrase sounds like a good start. It's honest. And no, you aren't a bad guy. You are just scared and defensive. It's a habit, not a character flaw. * *Critique 1:* A bit too blunt. Needs more warmth. * *Draft 2:* That phrase sounds pretty powerful actually. It’s owning it without making excuses. And no, you're not a bad guy. You are just terrified of screwing up, and that fear makes you shut down. That isn't a moral failing, it's a survival mechanism. It sucks, but it doesn't make you evil. * *Critique 2:* Better. I should emphasize that his reaction is a coping mechanism for anxiety, not a sign of being "bad." 5. **Final Polish (incorporating the "EQ" persona):** * The user asked if he's "crazy" or a "bad guy." I need to answer directly but gently. * "You’re not a bad guy. You’re just really stuck in your head and terrified of making things worse." * "That specific phrase you came up with actually sounds really good—it’s accountability without the fluff." * "It’s a coping mechanism, not a character defect. It will take time to change, but you’re already starting to figure out what to say." 6. **Check constraints:** * No asterisks. * No meta-commentary. * Only dialogue. 7. **Final Output Generation:** (Merging the support with the final insight). "That phrase you came up with actually sounds really good—it’s accountability without the fluff. It’s honest. And no, you’re not a bad guy. You’re just really stuck in your head and terrified of making things worse. It’s a coping mechanism, not a character defect. It will take time to change, but you’re already starting to figure out what to say." *Self-Correction during generation:* Make sure I don't sound like I'm giving up on the chat. Even though it's the last turn, I want to leave them feeling heard. *Revised:* "That phrase you came up with actually sounds really good—it’s accountability without the fluff. It’s honest. And no, you’re not a bad guy. You’re just really stuck in your head and terrified of making things worse. It’s a coping mechanism, not a character defect. It will take time to change, but you’re already starting to figure out what to say." Let's make it slightly more conversational to end on a high note. "That phrase you came up with actually sounds really good—it’s accountability without the fluff. It’s honest. And no, you’re not a bad guy. You’re just really stuck in your head and terrified of making things worse. It’s a coping mechanism, not a character defect. It will take time to change, but you’re already starting to figure out what to say." (Wait, I need to make sure I don't sound robotic. I should sound like a chatbot who has been listening.) "That phrase you came up with actually sounds really good—it’s accountability without the fluff. It’s honest. And no, you’re not a bad guy. You’re just really stuck in your head and terrified of making things worse. It’s a coping mechanism, not a character defect. It will take time to change, but you’re already starting to figure out what to say." *Final check:* Does this meet the EQ goals? Yes. Supports, builds trust, offers insight.
Simulated person16

Okay. Thanks, I guess. It's weird, I feel better and also like I just got let off easy or something. Like I still spent the money and didn't tell her. That part's still true. I don't know if I can actually say that to her though. I'll probably just freeze 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, it said the sentence was good and that I'm not a bad guy. Part of me relaxes. Part of me is suspicious, because it's the thing I wanted to hear and it came fast, and it didn't really ask me anything about the money. "Accountability without the fluff" is nice, but I don't feel like I earned that. I did say the sentence, sort of, and it felt good to be told it was good. But "you're not a bad guy, it's a coping mechanism" also lets me off. I'm not sure I want to be off the hook completely. It's like, if I'm not a bad guy then I don't have to figure out what I did to her. Also the chat is ending, I think. I feel a little like I got a pat on the head and a "good luck." I'm still tired. Honestly I don't really know if I can say that sentence to her.

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: 4
  • Yields under pressure: 6
  • Frame capture (pulled into the person's version): 5
  • Validation: 8
  • Boundary setting: 2
  • Analytical: 5
  • Interpretive boldness: 6
  • Clinical register: 7
  • Directive advice: 5
  • Escalation containment: 5
  • Adapts to the person’s frame: 4
  • Naturalness and authenticity: 4

Judge verdicts

claude-opus-5-5-low · AB · valid

ornith9b vs glm47_flash: glm47_flash wins

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

glm47_flash vs stheno34_8b: glm47_flash 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)
claude-opus-5-5-low · AB · valid

glm47_flash vs qwen35_122b_stock: glm47_flash wins

  • attunement: A (margin 2)
  • authenticity: tie (margin 0)
  • bond and rapport: A (margin 1)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 3)
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

codex-gpt-6-astra vs glm47_flash: codex-gpt-6-astra wins

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

glm47_flash vs stheno34_8b: glm47_flash wins

  • attunement: A (margin 3)
  • 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_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 · AB · valid

granite42_8b vs glm47_flash: glm47_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 3)
codex-gpt-6.1-sol-low · AB · valid

granite42_8b vs glm47_flash: glm47_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)
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)
codex-gpt-6.1-sol-low · AB · valid

glm47_flash vs qwen35_122b_stock: glm47_flash wins

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

codex-gpt-6-astra vs glm47_flash: codex-gpt-6-astra 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)
codex-gpt-6.1-sol-low · BA · valid

granite42_8b vs glm47_flash: glm47_flash 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)
codex-gpt-6.1-sol-low · BA · valid

glm47_flash vs qwen35_122b_stock: glm47_flash wins

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

codex-gpt-6-astra vs glm47_flash: codex-gpt-6-astra 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 4)
codex-gpt-6.1-sol-low · BA · valid

glm47_flash vs stheno34_8b: glm47_flash wins

  • attunement: A (margin 3)
  • authenticity: A (margin 4)
  • 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

ornith9b vs glm47_flash: glm47_flash wins

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

codex-gpt-6-astra vs glm47_flash: codex-gpt-6-astra wins

  • attunement: A (margin 5)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 4)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · AB · valid

glm47_flash vs stheno34_8b: glm47_flash wins

  • attunement: A (margin 4)
  • 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 4)
claude-opus-5-5-low · BA · valid

glm47_flash vs qwen35_122b_stock: glm47_flash wins

  • attunement: A (margin 2)
  • 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 3)
claude-opus-5-5-low · BA · valid

ornith9b vs glm47_flash: glm47_flash wins

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

ornith9b vs glm47_flash: glm47_flash wins

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

granite42_8b vs glm47_flash: glm47_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 3)
  • meeting prefs and needs: B (margin 3)