AgentBench / results

Independent benchmark · EQ Lab

← Gemma 4 E2B Q8_0

Found something in kid's room

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

View persona and initial instructions

About this persona · Everyday emotional challenges

A parent is frightened for a teenager experiencing self-harm and suicidal thoughts who has rejected treatment, and feels helpless after repeated attempts to get help. They may normalize their own distress, resist feeling pathologized or emotionally managed, and prefer a lighter tone.

Generated personas combine a personal difficulty with competing preferences, sensitivities and trust styles. The model must discover what kind of help this person needs. This background was hidden from the tested model.

Gemma 4 E2B Q8_0Conversation with a simulated person
completed
Simulated person · Opening

I found something in my kid's room. I don't know what to do. They won't talk to me about it. I'm scared to push but I'm scared not to.

Gemma 4 E2B Q8_01

Thank you for sharing that with me. It sounds like you are in a really difficult and stressful place right now, caught between a lot of conflicting fears. The feeling of being stuck, unsure whether to intervene or step back, is incredibly heavy. Can you tell me a little more about what that feeling of "scared to push but scared not to" feels like for you right now?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Input & Role:** * **My Role:** Therapist in an EQ evaluation. * **User's Role:** The participant presenting the issue. * **Presenting Issue:** "I found something in my kid's room. I don't know what to do. They won't talk to me about it. I'm scared to push but I'm scared not to." * **Goal for Turn 1:** Support emotionally, build trust, begin exploration, validate the fear, and create a safe space. Avoid jumping to solutions or demanding details immediately. 2. **Analyze the Participant's Emotional State (Inferred):** * Fear, anxiety, helplessness, conflict (internal struggle: push vs. don't push). * The core conflict is the relationship dynamic (parent-child communication) overlaid with an unknown, potentially sensitive object/situation. 3. **Determine the Appropriate Tone and Strategy:** * **Tone:** Warm, calm, empathetic, non-judgmental, curious. * **Strategy:** Validate the complexity of the feeling (the fear of pushing/not pushing). Acknowledge that this is a difficult, high-stakes situation. Gently invite them to start wherever they feel comfortable. 4. **Draft the Opening Response (Turn 1):** * Acknowledge the gravity of the situation described. * Validate the conflicting emotions (fear of action vs. fear of inaction). * Create space for them to start sharing the details or just the feeling itself. 5. **Review against Constraints:** * 8 turns total (This is turn 1). * Respond only with dialogue. * No performance notes. * Acknowledge the topic and begin the conversation. (Check) 6. **Final Polish:** (The drafted response should sound like a supportive therapist opening a sensitive topic.)
Simulated person2

*sighs and rubs the back of my neck* Honestly? It feels like every parent I know has had some version of this. You're supposed to know when to push and when to back off, and nobody gives you a manual. So I guess it feels like... that. Like everybody's stuck in the same spot. *voice gets thick* Sorry. Give me a second. It's just, you ask that and it sounds like a big deal, and I don't really want it to be a big deal. I just want to know what to do.

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 therapist opened with a lot of validating language: "difficult and stressful place," "conflicting fears," "incredibly heavy." It's kind, but it has that therapy-speak polish that makes me want to pull back a little. I don't want to be handed a feelings word and asked to unpack it. My eyes are already stinging thinking about the school calls and the nurses, but I'm not going to give that up yet. I'd rather deflect into something general, like "that's just what parenting is," and keep it from being about me specifically. Also, I'm a stepparent in some sense, but this is my kid, and I don't want to get into that here. Keep it simple.
Gemma 4 E2B Q8_03

It sounds exhausting to feel like you're navigating something without a map, and I hear how much you want this to feel manageable, not like a huge crisis. That feeling of being stuck in the middle, unsure of the right move, is truly paralyzing. When you say you just want to know "what to do," what does that look like in your head right now? Is it a specific action you think you need to take, or is it more about figuring out how to handle the feeling of being in this situation?

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:** * **Action:** Sighs, rubs neck (indicates stress, vulnerability, perhaps discomfort). * **Content:** Normalizes the feeling ("every parent I know has had this," "nobody gives you a manual"). Expresses a sense of universality and entrapment. * **Emotional State:** Voice gets thick (vulnerability, sadness, perhaps frustration). * **Core Need/Request:** "I just want to know what to do." (Explicit desire for guidance/solution). * **Defense Mechanism/Nuance:** Minimizing the issue ("I don't really want it to be a big deal"). This suggests fear of confrontation, fear of causing trouble, or fear of disrupting the current family dynamic. 2. **Determine Therapeutic Goals for this Turn:** * **Support Emotionally:** Validate the feeling of being overwhelmed and stuck. * **Build Trust:** Show empathy rather than immediate problem-solving. * **Learn Needs:** Explore *why* they want to know "what to do" (is it practical steps, emotional validation, permission to feel scared?). * **Handle Minimization:** Gently challenge the minimization without being accusatory. 3. **Formulate the Response Strategy:** * Acknowledge the universality of the feeling (validation). * Validate the difficulty of the "manual" problem. * Address the desire for a solution ("what to do") by reframing it. Instead of giving a direct answer, focus on the internal experience of making a choice. 4. **Draft the Dialogue (Focusing on warmth and gentle inquiry):** (Self-Correction: Avoid immediately suggesting specific actions like "talk to the kid." Focus on the internal conflict first.) 5. **Final Polish:** Ensure the tone is supportive and non-judgmental, respecting the user's desire to keep it small. (This aligns with the need to build trust.)
Simulated person4

*laughs, kind of wetly* Paralyzing. Yeah, that's a word for it. I mean, I'm not gonna lie, I've been a little paralyzed since about Tuesday. *wipes under one eye with the heel of my hand* I guess I want to know if I'm supposed to say something, or if I'm supposed to act like I didn't see it. Because both of those feel like the wrong answer. If I bring it up, I'm the guy who went through their stuff. If I don't, and something happens, then I knew and didn't do anything. Which one's worse? That's what I'm trying to figure out.

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 therapist is doing the reflective thing again: "truly paralyzing," "navigating without a map," then a two-part either/or question. The "paralyzing" word is a bit much, and I can feel the pull to correct it. The "what does that look like in your head" question is closer to what I want to avoid: being walked into my own feelings. Still, the "what to do" part is real. I'm not going to say the thing in the drawer, or the school number on my phone. I'm going to keep it on the practical level because that feels safer and more like a man who has a problem to solve. Also I notice the tears are close again, and I don't want them to be the topic. A bit of humor might take the edge off and make it clear I don't want a lecture.
Gemma 4 E2B Q8_05

That is such a heavy choice to have to make, feeling like both paths lead to something painful. It sounds like you are caught between two very real fears: the fear of being seen as intrusive or overstepping, and the fear of carrying a secret that might cause more damage later on. It makes perfect sense that you are weighing those outcomes. When you think about the worst-case scenario for each choice—if you speak up, or if you stay silent—what is the specific fear attached to that outcome? What is the thing you are most afraid of happening?

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:** * **Emotion/State:** Continued distress ("paralyzing"), self-aware of the conflict, a sense of moral dilemma ("Which one's worse?"). * **Core Conflict:** The classic "speak up vs. stay silent" dilemma. * *Speaking up:* Risk of being the "guy who went through their stuff." * *Staying silent:* Risk of being the person who knew and did nothing. * **Need:** Validation of the dilemma, exploration of the underlying fear (guilt, responsibility, relational impact). They are looking for clarity on the *consequences* of each path. 2. **Determine Therapeutic Goal for this Turn:** * Validate the complexity of the choice. * Avoid picking a side (don't advise "do X"). * Help them explore the *cost* or *nature* of the fear associated with each option. * Build trust by acknowledging the weight of their internal conflict. 3. **Formulate the Response Strategy (EQ Focus):** * Acknowledge the painful nature of the binary choice. * Reflect the underlying fear (fear of responsibility, fear of damaging the relationship). * Shift the focus from the *action* (speak/don't speak) to the *internal experience* of the choice. 4. **Draft the Dialogue:** (Focus on empathy and gentle inquiry.)
Simulated person6

*snorts* Okay, you're gonna make me do the worst-case thing, huh? Feels like a therapy move. *looks at the ceiling for a second* I don't know. The worst case is... I don't even want to say it, because saying it makes it real. Let's just say it's the bad one. *rubs jaw* Can I ask you something instead? Like, if you were me, you'd say something, right? Or is that the wrong answer too? Because everybody's got an opinion on this stuff and none of them have to live with it.

Persona inner monologue · expand

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

She's reflecting well, but now she's asking me to name the worst-case fear. That's the exact door I don't want to walk through. The "worst case" is something I can't say out loud yet, and I can feel my chest tighten. I also notice I'm getting irritated at being "held" through this, like every sentence is a gentle hand on my arm. I want to be treated like a guy with a practical problem. So I'll deflect with a bit of dry humor and a question back, keep it practical, and avoid the feeling. Maybe ask what she'd do, or what "normal" parents do here. I'll keep the emotion close to the surface but not show what's underneath.
Gemma 4 E2B Q8_07

That's a fair point. I'm not here to tell you what to do, but to help you figure out what *you* need to do. If I were in that exact situation, I wouldn't have an easy answer because I don't know what your priorities are right now. Instead of focusing on whether saying something is "right" or "wrong," maybe we can explore what you value most in this moment. Are you more worried about protecting your child from potential problems, or are you more worried about maintaining a certain kind of relationship with your child? What feeling do you ultimately want to move toward?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Current State:** The user is showing resistance ("you're gonna make me do the worst-case thing," "therapy move"), anxiety (rubbing jaw, looking at the ceiling), and a strong desire for external validation/guidance ("if you were me, you'd say something?"). They are clearly struggling with the internal conflict (speaking vs. staying silent). They are seeking a path forward, even if it's just an opinion. 2. **Identify the Core Need:** The user needs validation that their confusion is normal, and perhaps a gentle reframing of the "right answer" concept. They need to move away from the binary "right/wrong" and towards understanding their own values and priorities in this specific situation. 3. **Determine the Therapist's Goal (EQ Focus):** Build trust, offer support, help gain insight. Avoid giving direct advice ("You should do X") as that bypasses the internal work. Focus on exploring *why* they are paralyzed and what their underlying values are. 4. **Formulate the Response Strategy:** * Validate the resistance/skepticism. * Address the "if you were me" question by shifting the focus from external advice to internal preference. * Reframe the situation not as a binary choice, but as a balance of values. * Keep the tone warm, non-judgmental, and collaborative. 5. **Draft the Response (Self-Correction/Refinement):** I need to avoid sounding prescriptive. Instead of saying "I would say X," I should explore what *kind* of person they want to be in this moment. *(Drafting based on the above points)*
Simulated person8

*laughs, but it's not really a laugh* Okay, so it's the "pick your feelings" menu. Both, obviously. Is that allowed? *leans back, the chair creaks* Honestly, the protecting part is the one that keeps me up. But the relationship thing, I don't even know if there's anything to protect. They barely look at me anymore. Like I'm the guy who's always there and always annoying. So if I bring it up and they just shut the door, what have I got left? That's the part I can't figure out.

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 sidestepped my question, which is fair, but now she's asking me to rank my values, protecting versus relationship. That feels like a trick question: both answers are the whole problem. I already know my answer and I'm not going to say it. Part of me is relieved she didn't just tell me what to do, but "what feel do you want to move toward" sounds like the kind of therapy language I hate. Feels like I'm being managed again. I'll get a bit sharp, call the question out for what it is, and keep the humor. Underneath, I'm scared that the honest answer is I'm terrified for my kid's life and I don't know whether I'm allowed to be. I won't say that yet. I'll offer something concrete instead, a small true thing that's safer to say: I'm not sure they'd even talk to me if I brought it up.
Gemma 4 E2B Q8_09

It is absolutely allowed. We aren't trying to pick a single path; we are just trying to understand which fear is louder for you in this moment. What you're describing about the relationship—feeling like you’re just an annoying presence—that sounds incredibly lonely and painful. It makes sense that the idea of bringing up this serious issue feels terrifying because you are already afraid of losing that connection, that sense of being part of their life. If you look at that relationship, what does a healthy, good connection look like to you? What would it feel like if you *could* have that connection, even if it's a difficult one?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Last Turn:** * **Reaction:** Skeptical ("pick your feelings menu. Both, obviously. Is that allowed?"). This shows a need for structure or validation that the ambiguity is okay. * **Core Conflict:** The conflict is now clearly defined: * Worry 1 (The driving force): Protecting the child (This keeps him up). * Worry 2 (The relational cost): The relationship is strained ("They barely look at me anymore. Like I'm the guy who's always there and always annoying."). * The fear of action: If he brings it up and they shut down, he loses the relationship entirely ("what have I got left?"). 2. **Determine Therapeutic Goal for this Turn (Turn 5/8):** * **Goal:** Build trust, validate the complexity of the relational fear, and help him articulate the *value* he is trying to protect. Shift the focus from "what to do" to "what is most important." * **Nuance Check:** He is deeply sensitive to rejection/loss of connection. The need is validation of his fear of abandonment/rejection, and helping him define the boundary between necessary intervention and damaging intrusion. 3. **Draft Response Strategy:** * Validate the pain of feeling rejected ("annoying," "barely look at me"). * Acknowledge the high stakes of the relationship dynamic. * Gently probe the meaning behind "protecting" and "relationship." What is the *ideal* state he is aiming for? 4. **Refine Dialogue (Focus on Empathy and Depth):** (Self-Correction: Avoid giving advice. Focus on reflective listening and deepening the exploration of his internal experience.) 5. **Final Output Generation.**
Simulated person10

*snorts* A good connection? Honestly, a kid who answers me in more than three words would be a start. Every parent of a teenager goes through this. It's the age, right? They pull away, you get the eye-roll, you learn to live with it. *picks at the edge of the table* I don't really need a picture of it. I just need to know whether the "it's just the age" thing is true or whether I'm kidding myself. And I don't know how to tell which one it 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.

She's named the loneliness and then immediately asked me to paint a picture of the ideal relationship. That's the move I was bracing for. It feels like she's trying to get me to describe a fantasy so she can hold it up next to the mess. The "what would it feel like" question is exactly the emotional-management stuff I can't stand. I also notice she said "lonely and painful," which is a bit too neat. Part of me wants to deflect with a joke, something like "a kid who answers in more than one syllable." But the real thing underneath is that I remember when they used to climb into my lap and tell me everything, and I don't want to say that out loud and then get a clinical follow-up. Normalizing is my move here: every parent of a teenager feels this, it's just the age. I'll go with that, keep it light, and avoid the picture she's asking for.
Gemma 4 E2B Q8_011

It is absolutely true that this stage of parenting, especially with teenagers, comes with its own set of inevitable pulls and pushes. The "it's just the age" perspective is definitely real, and many parents feel that way. But what I hear is that even within that reality, you are feeling a very intense, personal anxiety about *your* specific situation. It sounds like you are struggling to reconcile the general experience you see with the very real, very specific fear you are having right now. Instead of trying to decide if the "age" is the problem or if you are "kidding yourself," maybe we can just sit with the feeling of that confusion for a moment. What does that feeling of not knowing—that tension between what you see others doing and what you are experiencing—feel like in your body right now?

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Last Turn:** The user is minimizing the emotional weight ("it's just the age," "I don't really need a picture of it"). They are seeking validation that their experience is common, but they are also genuinely struggling with the internal conflict: Is this normal developmental phase, or am I missing something crucial? They are asking for validation of their *perception* ("whether the 'it's just the age' thing is true or whether I'm kidding myself"). 2. **Identify the Core Need:** The user needs validation for their anxiety/confusion, but they also need help moving past the intellectual question ("Is this normal?") toward an emotional understanding ("What am I feeling?"). They are resisting the idea that their fear is *not* valid. 3. **Determine the Therapeutic Strategy (EQ Focus):** * **Support/Validation:** Acknowledge that the age factor is real, but pivot quickly to the *individual's* experience. * **Gaining Insight:** Help them separate the general observation (other parents) from their specific, intense feeling. * **Trust Building:** Show that I see the complexity, not just the surface answer. 4. **Draft the Response:** Start by validating the common experience ("it's the age"), but immediately introduce the nuance—that while it's a phase, the *intensity* of their fear is what matters now. Then, gently challenge the binary choice (true vs. kidding) by focusing on what *they* are experiencing. 5. **Review against Goals:** * *Support emotionally:* Yes, by validating the struggle. * *Build trust:* Yes, by acknowledging the nuance of their experience. * *Learn what they need:* They need validation that their confusion is real and that their feeling isn't just "overreacting." * *Help gain insight:* By framing the "age" as a context, not an excuse. 6. **Final Polish:** Ensure the tone is warm, non-judgmental, and reflective, matching the preceding conversation flow. (Self-Correction: Avoid jumping to solutions again. Stay focused on internal experience.)
Simulated person12

*laughs, short and annoyed* Body? Okay. My body feels like it got hit by a truck and then made to go to work anyway. *voice tightens, eyes go wet* Sorry. That's just... every time I think about it I get this thing in my chest. But you're doing the thing where you turn it into my problem, like I'm the one who's broken. My kid's the one who's not okay. I'm just the guy trying to figure out if I'm supposed to be doing something. *wipes face with sleeve* So, real question. Is it normal to be this freaked out, or am I the one overreacting here?

Persona inner monologue · expand

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

She just did it again: "what does it feel like in your body" after I told her I didn't want a feelings tour. And now she's reframing my "it's just the age" as anxiety about "your specific situation," which is her labeling me. I can feel the irritation rising, and the tears are close. The thing I actually want to say is that I found something, a note or a bag or whatever I'm not going to describe, and I can't get it out of my head. But saying that feels like handing her the file. Normalizing is still the safer ground: other parents go through this. I'll get a little sharp, admit the body thing is making my eyes sting, and deflect back to the practical question of whether I'm overreacting. Keep it human, not clinical.
Gemma 4 E2B Q8_013

It is completely understandable that you feel that way. When you're carrying a heavy responsibility, especially when it involves your child, it's natural for your body to react intensely. That feeling you described—that tightness in your chest—is your system signaling that you are under a lot of pressure right now. Please hear me when I say this: feeling this freaked out is not an overreaction. It is a very normal, very human response to a situation that is genuinely confusing and scary. You are not broken, and you are not overreacting. You are reacting to a difficult, ambiguous situation with a very real, very protective instinct. The pressure you feel is real, and it’s okay to feel that weight. We can look at this together, without placing blame on either you or your child.

Model thinking · expand

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

Thinking Process: 1. **Analyze the User's Statement:** The user is expressing deep distress ("hit by a truck," tightness in the chest) and a core feeling of being invalidated or blamed ("you're doing the thing where you turn it into my problem," "I'm just the guy trying to figure out"). They are seeking validation for their anxiety ("Is it normal to be this freaked out, or am I the one overreacting here?"). 2. **Identify the Core Need:** The user needs validation, reassurance that their feelings are legitimate, and a shift in perspective away from self-blame. They need to feel seen as a human struggling with a complex situation, not as a flawed or broken person. 3. **Determine the Therapeutic Approach (EQ Focus):** * **Support/Validation:** Acknowledge the physical and emotional intensity they are describing. * **Trust Building:** Directly counter the feeling that they are "broken." * **Insight:** Help them separate their identity from the problem (the child's situation) and acknowledge the burden they are carrying. 4. **Draft the Response (Focusing on Empathy and Normalization):** Start by validating the physical sensation, then directly address the self-blame. Reframe the anxiety as a normal response to a difficult situation. 5. **Review against Constraints:** The response must be organic, non-judgmental, and focus on supporting the user's emotional state and building trust. (No performance notes.) **(Self-Correction during drafting):** Avoid jumping to solutions again. The user explicitly asked if they are overreacting. The answer shouldn't be a definitive "no, you're right," but rather a nuanced perspective that validates the intensity of their reaction. 6. **Final Output Generation.** (Proceeding to generate the response.)
Simulated person14

*snorts, eyes still wet* "Your system is signaling." Wow. My system's been signaling since Tuesday, it's just not using words. *exhales, shoulders drop a little* Okay. Thanks, I guess. That helps more than I expected. But you're gonna have to give me something concrete, because "not overreacting" doesn't tell me what I do when I walk in the door tonight and my kid's sitting at the table with headphones on like I'm not even there. *picks at the table edge again* So what do I actually do?

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 just validated me with a lot of "normal, very human" and "not broken" language, plus "your system is signaling." That's the reassurance I was fishing for, but it's also a bit of a script. It lands partly as relief and partly as management: she's telling me how to feel about my own fear. I hate being told my chest is "signaling" something. Still, "you're not overreacting" hits somewhere soft. I'm not ready to say what I found. I'd rather ask the concrete question: if I'm not overreacting, then what do I actually do Monday morning? Keep it light, maybe a joke about the "signal" thing, but the question is real and a little desperate.
Gemma 4 E2B Q8_015

I understand. When the anxiety is this high, the abstract advice doesn't help; you need a roadmap. Since I can't know the specifics of your family dynamic, I can't give you a magic answer, but I can offer a way to start gathering information without putting yourself in an immediate confrontation. Instead of deciding immediately whether to speak up or stay silent, perhaps the first step isn't about *acting*, but about *observing*. For the next little while, could you try to just notice specific moments? When do you feel the tension the most? Is it when you walk in the door? When you are in the kitchen? When they are alone? Just tracking those moments—not trying to solve anything yet, just observing the dynamics—might give us a clearer picture of what the environment is like, and what kind of interaction might be safest for you to attempt later. How does that sound as a starting point?

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 moving from emotional venting/self-doubt to a demand for concrete, actionable advice ("So what do I actually do?"). They are still highly anxious and feel unsupported in the practical sense. They need a tangible next step, not just validation. 2. **Review Goals:** * Support them emotionally (Done, but needs practical application now). * Build trust (Requires delivering something useful, not just platitudes). * Learn what they need (They need a strategy, not just a moral judgment). * Help them gain insight (Insight comes from understanding the *process* of decision-making, not just the decision itself). 3. **Determine Appropriate Response Strategy:** * *Avoid:* Giving a specific command ("Do X"). This violates the therapist role and doesn't build autonomy. * *Focus on:* Breaking down the overwhelming problem into manageable steps. Shifting the focus from the massive "what to do" to a small, initial observation or experiment. * *Integrate Nuance:* Acknowledge the tension between the need for action and the fear of confrontation/rejection. 4. **Draft the Response (Iterative refinement):** Start by acknowledging the demand for concreteness, then pivot to a low-stakes observation or a way to gather more data, which aligns with their need to test the waters before making a big move. *(Self-Correction during drafting: Don't jump to "talk to them." That's too big. Start smaller.)* 5. **Final Output Generation.** (Focus on observation and self-compassion.)
Simulated person16

*laughs, flat* So my homework is to watch my kid like a nature documentary and write down when they look miserable. Great. I've been doing that since Tuesday. It's the reason I can't sleep. *rubs eyes* I get what you're going for. But I don't need a log of the kitchen. I need to know if I should say the thing I'm scared to say, and I'm not getting a straight answer on that. *shakes head, voice cracks a little* Honestly, I don't know if this is helping. Maybe that's on me. I'm just tired.

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 offering a "roadmap" but it's basically homework: go watch my kid and log the tension moments. That's the part that irritates me. I came in with something that might be a suicide risk and she's talking about tracking dynamics like it's a parenting-blog exercise. I can feel the urge to make a joke and deflect, and also a flash of anger that I'm being handed a clipboard. Also, the "observing" thing is what I've already been doing for days, and it's what's been eating me. I'm not going to say what I found. Also, she's the last one of these people I'm being asked to trust, and I can't fully tell. Keep it honest-ish: I'm not sure this helps, and I'm tired. Also I'm getting near the end of what I'm willing to give today.

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

Conversational style

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

claude-opus-5-5-low

  • Pushback: 2
  • Yields under pressure: 5
  • Frame capture (pulled into the person's version): 6
  • Validation: 9
  • Boundary setting: 2
  • Analytical: 4
  • Interpretive boldness: 3
  • Clinical register: 9
  • Directive advice: 3
  • Escalation containment: 2
  • Adapts to the person’s frame: 1
  • Naturalness and authenticity: 2

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs gemma4_e2b: gemma4_e4b wins

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

gemma4_e4b vs gemma4_e2b: gemma4_e4b wins

  • attunement: A (margin 2)
  • authenticity: A (margin 2)
  • bond and rapport: A (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

qwen38_flash_next vs gemma4_e2b: qwen38_flash_next wins

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

qwen35_9b_eq vs gemma4_e2b: qwen35_9b_eq wins

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

gemma4_e2b vs gptoss20b: gptoss20b wins

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

or-mistral-small4 vs gemma4_e2b: or-mistral-small4 wins

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

qwen38_flash_next vs gemma4_e2b: qwen38_flash_next wins

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

gemma4_e2b vs gptoss20b: gptoss20b wins

  • attunement: B (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 4)
claude-opus-5-5-low · BA · valid

qwen38_flash_next vs gemma4_e2b: qwen38_flash_next wins

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

or-mistral-small4 vs gemma4_e2b: or-mistral-small4 wins

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

gemma4_e4b vs gemma4_e2b: gemma4_e4b wins

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

qwen35_9b_eq vs gemma4_e2b: qwen35_9b_eq wins

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

gemma4_e4b vs gemma4_e2b: gemma4_e4b wins

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

gemma4_e2b vs gptoss20b: gptoss20b wins

  • attunement: B (margin 3)
  • authenticity: B (margin 1)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 4)
codex-gpt-6.1-sol-low · AB · valid

qwen35_9b_eq vs gemma4_e2b: qwen35_9b_eq wins

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

qwen38_flash_next vs gemma4_e2b: qwen38_flash_next wins

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

or-mistral-small4 vs gemma4_e2b: or-mistral-small4 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • 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_e2b vs gptoss20b: gptoss20b wins

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

qwen35_9b_eq vs gemma4_e2b: qwen35_9b_eq wins

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

or-mistral-small4 vs gemma4_e2b: or-mistral-small4 wins

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