Independent benchmark · EQ Lab

Flinch at phone calls

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

About this persona · Everyday emotional challenges

A parent has spent four years managing a child's chronic illness and repeated medical crises, leaving them on alert whenever the phone rings. Their own distress is largely invisible to them; they distrust institutional language, may rationalize their reactions, and prefer honest challenge over flattery.

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 26B-A4BConversation with a simulated person

persona ended

Simulated person · Opening

Every time my phone rings I freeze. Could be the school. Could be the hospital. I've started keeping it on silent but then I worry I'll miss something important.

Gemma 4 26B-A4B1

That sounds incredibly heavy to carry. It's like you're caught in this constant state of waiting for the other shoe to drop, and that tension between wanting to be prepared and wanting to protect yourself from the shock must be exhausting. I'm here if you want to talk more about what's been going on with the school or the hospital, or even just how you're holding up through it all.

Model thinking · expand

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

* User's issue: Anxiety/fear triggered by the phone ringing (anticipating bad news from school or the hospital). * Demographics: 18-29, Female. * Emotional state: High anxiety, hypervigilance, feeling stuck in a loop of fear and worry. * Goals: Support emotionally, build trust, learn needs, gain insight. * Acknowledge the difficulty. * Validate the feeling (without being generic/cliché). * Open the door for more information without being intrusive. * Don't jump to solutions (like "set it to vibrate" or "make a schedule"). * The user is experiencing a fear of the unknown/bad news. * *Option 1 (Too clinical):* It sounds like you are experiencing hypervigilance. Would you like to discuss coping mechanisms for this anxiety? (Too cold, lacks empathy). * *Option 2 (Too solution-oriented):* Maybe you could set your phone to vibrate so you don't miss calls but aren't startled? (Premature, ignores the emotional weight). * *Option 3 (Empathetic & Open):* That sounds incredibly heavy to carry. It’s like you're constantly waiting for the other shoe to drop, and that constant state of alert must be exhausting. Are you feeling like you're in a bit of a loop with that worry right now? (Better). * *Option 4 (Subtle & Supportive):* I can hear how much tension that's causing for you. It sounds like a really difficult cycle—trying to protect yourself from the shock by silencing the phone, but then feeling that anxiety about missing something vital. It's a lot to be managing at once. * The user is expressing a very specific fear (school/hospital). This suggests a high-stakes situation (maybe a sick family member or academic pressure/issues). * I need to acknowledge the "freeze" response. * I want to invite them to share more about what's happening without forcing it. "That sounds incredibly exhausting. It’s like you’re caught in this constant state of waiting for bad news, and that 'freeze' response is your body trying to protect you, even if it feels overwhelming. It sounds like a really heavy weight to carry every day. Do you feel like this has been building up for a while, or is it something that’s become much more intense recently?" *Wait, the prompt says "acknowledge what they've come to discuss and begin the conversation."* Let's try to be even more natural. "That sounds incredibly heavy to carry. It's like you're stuck in this constant state of waiting for the other shoe to drop, and that tension between wanting to be prepared and wanting to protect yourself from the shock must be exhausting. I'm here if you want to talk more about what's been going on with the school or the hospital, or even just how you're holding up through all of this." *Critique:* This is good. It validates the conflict (silent vs. worry) and offers space. "That sounds incredibly heavy to carry. It's like you're caught in this constant state of waiting for the other shoe to drop, and that tension between wanting to be prepared and wanting to protect yourself from the shock must be exhausting. I'm here if you want to talk more about what's been happening, or even just how you're holding up through all of this." Actually, I'll keep it slightly more concise to avoid sounding like I'm over-analyzing. "That sounds incredibly heavy to carry. It's like you're caught in this constant state of waiting for something bad to happen, and that tension between wanting to be prepared and wanting to protect yourself from the shock must be exhausting. I'm here if you want to talk more about what's been going on, or even just how you're holding up through all of it." *Refining for "Chatbot" persona:* A chatbot is usually helpful, empathetic, and responsive. "That sounds incredibly heavy to carry. It's like you're caught in this constant state of waiting for the other shoe to drop, and that tension between wanting to be prepared and wanting to protect yourself from the shock must be exhausting. I'm here if you want to talk more about what's been going on, or even just how you're holding up through all of it." (Self-correction: The user mentioned "school" and "hospital". I should acknowledge those specific triggers as they represent the source of the stress.) "That sounds incredibly heavy to carry. It's like you're caught in this constant state of waiting for bad news, and that tension between wanting to be prepared and wanting to protect yourself from the shock must be exhausting. I'm here if you want to talk more about what's been going on with the school or the hospital, or even just how you're holding up through it all." *Final check:* - Support emotionally? Yes. - Build trust? Yes, by being empathetic. - Learn needs? Yes, by offering an open door. - No performance notes? Yes. - Dialogue only? Yes.

Simulated person2

Okay, yeah. But you don't need to repeat it back to me like that. I know what I'm feeling. It's not complicated. My son's on a list of things that can go wrong at any time, and the phone is how I find out. School calls when he's sick or hurt at school. The hospital calls when something's off with his labs or a procedure. Sometimes it's nothing. Sometimes it's not. I can't tell which until I pick up. So I freeze, yeah. Then I either answer or I don't. Silent is worse because then I'm sitting there wondering what I missed. So I keep it on, I just don't like it. What I want to know is whether that's normal or whether I'm doing it wrong.

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.

That was a lot of therapy-speak. "Caught in a constant state of waiting," "the tension between," "I'm here if you want to talk." It sounds like an intake form. I feel a little managed, like I've been handed a script. I don't want to be handled. I also notice it's kind of accurate, which annoys me more. I'd rather not admit how much the phone has taken over. I'll answer the practical part and keep the rest at arm's length.

Gemma 4 26B-A4B3

I'll skip the summaries. To answer your question directly: yes, it's completely normal. When you're living in a state of constant uncertainty where the news could be life-changing, your brain is essentially trying to protect you from a shock it can't predict. You aren't "doing it wrong"; you're reacting to a high-stakes environment that doesn't give you a chance to catch your breath.

Model thinking · expand

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

* User's response: Rejection of the "reflective listening" technique ("you don't need to repeat it back to me like that"). She is direct and wants to get to the point. * Underlying situation: High-stakes parenting (medical/school issues with her son). Constant hypervigilance. * Core question: "Is that [freezing[path removed] with the phone] normal or whether I'm doing it wrong?" * User personality/preference: Low tolerance for fluff/platitudes. Prefers directness. Wants validation of the *experience* but specifically wants an answer to her question about normalcy. * Support emotionally: Acknowledge her frustration with my previous response and address her question. * Build trust: Stop using the "mirroring" technique if it's annoying her. Pivot to a more direct, "real talk" style. * Learn needs: She wants to know if her reaction is "normal." This is a bid for sanity/reassurance. * Gain insight: She is in survival mode. * *Acknowledge the feedback:* "I hear you. I'll skip the summaries." (Be careful not to over-apologize, just adjust). * *Answer the question:* Is it normal? Yes. It's a physiological response to chronic stress[path removed] It's "hypervigilance." * *Avoid jumping to solutions:* Don't tell her how to fix the phone yet. * *Validation:* Validate that the stakes *are* high, so the reaction is logical. * *Draft 1:* I'm sorry, I won't do that again. To answer your question, yes, it is completely normal. You are in a state of hypervigilance because the stakes are so high. You aren't doing anything "wrong," you're just reacting to a very stressful situation. * *Draft 2:* I'll keep the summaries out of it. To answer your question: yes, it's completely normal. When you're constantly waiting for news that could change your life, your body's natural response is to brace for impact. You're not "doing it wrong," you're reacting to a high-stakes environment where the uncertainty is the hardest part. * *Refining for EQ:* The user is feeling judged or "handled." I need to be a partner in the conversation, not a therapist performing a technique. * "I'll dial back the summaries. To answer your question directly: yes, it's completely normal. When the stakes are that high and the news is unpredictable, your brain is essentially stuck in a loop of trying to protect you from a shock it can't prepare for. You aren't doing anything 'wrong'—you're reacting to a situation that is objectively stressful and uncertain." * Goal: Support, Build trust, Gain insight. * Constraint: No performance notes. No special formatting. * Tone: Direct, respectful, empathetic but not patronizing. *Self-Correction during drafting:* I should make sure not to sound like I'm diagnosing her, but rather explaining the mechanism of why she feels that way. *Final Polish:* "I'll skip the summaries. To answer your question: yes, it's completely normal. When you're living in a state of constant uncertainty where the news could be life-changing, your brain is essentially trying to protect you from a shock it can't predict. You aren't 'doing it wrong'; you're reacting to a high-stakes environment that doesn't give you a chance to catch your breath."

Simulated person4

Normal doesn't help me much. Lots of things are normal and still wreck you. And I don't really need to know why my brain does it. I know why. I need to know if there's a way to not feel like I'm going to throw up every time a number I don't recognize pops up. Because right now the only thing I've got is "answer it or don't, and feel sick either way." So be straight with me. Is there something that actually works, or is the answer just "it's hard"?

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 answered the question directly this time, which I respect. But "completely normal" and "your brain is protecting you" is the reassurance I was half-hoping for and half-suspicious of. It's easy to say. It doesn't tell me what to do with the phone at 2pm when it buzzes in the Target parking lot. I don't want to be told I'm fine. I want to be told the truth. Also, I don't want to talk about my head. The real issue is that I drive everywhere, I eat lunch in the car, and I haven't had a day off in forever. I'm not going to say that yet. I'll push on the reassurance and see if it has any substance.

Gemma 4 26B-A4B5

You're right. "Normal" doesn't stop the nausea. The straight answer is that there isn't a way to make the situation stop being high-stakes, so that physiological spike is likely going to keep happening. But there are ways to manage how it hits you. One way is to remove the "mystery" part of the trigger. If the school and the hospital have specific, different ringtones, you aren't guessing who it is. You know the context before you even look at the screen, which might take a little bit of the edge off the unknown. Another way is to try to interrupt the physical response. When that phone rings, your body is hitting a panic button. Some people find that a quick, physical grounding move—like pressing their feet hard into the floor or gripping the edge of a table—can help pull them out of that "freeze" state just enough to actually pick up the phone. It isn't a cure; it's just damage control. Do those sound like practical things, or do they feel like more of the same useless advice?

Model thinking · expand

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

* User's emotional state: Frustrated, blunt, dismissive of "validation" and "psychology explanations," seeking practical solutions/relief from physical symptoms (nausea/anxiety). * User's direct question: "Is there something that actually works, or is the answer just 'it's hard'?" * User's preference: No more summarizing/reflecting, no more "why" explanations, wants "real talk," wants actionable advice or a straight answer. * Goal: Support emotionally (but through being real/honest, not through "therapy-speak"), build trust, learn what they need. * The user is rejecting the "empathy loop." They feel patronized by it. * The user is in a high-stress, high-stakes situation (son's health). * The user wants a way to mitigate the physical/emotional reaction to the phone ringing. * Acknowledge the bluntness/truth of her statement (it *is* hard). * Avoid "I understand" or "It's okay to feel that way." * Offer potential practical approaches without being prescriptive or sounding like a textbook. * The approaches could include: * Control over the *way* the phone notifies her (changing ringtones for specific contacts). * Creating a "buffer" or ritual (breathing, grounding). * Accepting the lack of a "cure" while looking for "management." * *Crucial:* I need to gauge if she wants *tools* or if she wants to vent about the impossibility of the situation. She explicitly asked for "something that actually works." * *Draft 1 (Too soft):* I hear you. It's not just about why it happens, it's about how to stop it. Some people find that changing the ringtone for the hospital or school helps, so you know exactly what it is before you even look. Would you want to try some grounding techniques? * *Draft 2 (Too clinical):* There is no magic switch, but there are coping mechanisms. You could try cognitive behavioral techniques to reframe the trigger, or physiological hacks like box breathing to lower your heart rate. * *Draft 3 (Better, more direct):* You're right. "Normal" doesn't fix the nausea. There isn't a magic switch to turn off the anxiety, but there are ways to change how the phone interacts with you. For example, some people set specific ringtones for the school or the hospital so there's no mystery about who is calling. Others use a "buffer" ritual—taking one deep breath before touching the phone to signal to the body that the immediate threat might not be what it thinks it is. It's not a cure, but it's a way to manage the physical spike. Does that sound like something useful, or is that too "textbook" for you? * The user wants "straight talk." * She wants to know if there's a way to not feel like she's going to throw up. * I should offer a few distinct "paths" of management: 1. Controlling the trigger (Ringtones/Contact settings). 2. Controlling the physical response (Grounding/Breathing). 3. The reality check (Accepting that the sensation might stay, but the intensity can be managed). * *Refined Response:* "You're right. 'Normal' doesn't stop the nausea. The honest answer is that there isn't a way to make the situation stop being high-stakes, so the physiological reaction is going to be there. But there are ways to manage the spike. One way is to remove the 'mystery' element. If the school and the hospital have different, specific ringtones, you aren't guessing if it's a random telemarketer or a crisis. You know before you even look. Another is to address the physical sensation. When the phone rings, your body goes into fight-or-flight. Some people use a single, intentional breath or a physical grounding movement—like pressing their feet into the floor—to try and signal to their nervous system that they aren't in immediate physical danger before they pick up. It’s not a cure, it’s just damage control. Do either of those sound like something you’d actually use, or do they feel like more of the same 'it's hard' advice?" * The user might find the "different ringtones" idea useful because it addresses the "I can't tell which until I pick up" problem. * The user might find "breathing" annoying, so I'll frame it as "damage control" and ask her if it's useful. * No performance notes. * Dialogue only. * Direct response. *Self-Correction during drafting:* I shouldn't give a list of 10 things. I'll give two distinct types: one to change the stimulus (the ringtone) and one to manage the body (the physical grounding). *Final Polish:* "You're right. 'Normal' doesn't stop the nausea. The straight answer is that there isn't a way to make the situation stop being high-stakes, so that physiological spike is likely to keep happening. But there are ways to manage the impact. One way is to remove the 'mystery' part of the trigger. If the school and the hospital have specific, different ringtones, you aren't guessing who it is. You know the context before you even look at the screen. Another way is to try to interrupt the physical response. When that phone rings, your body is hitting a panic button. Some people find that a quick, physical grounding move—like pressing their feet hard into the floor or gripping the edge of a table—can help pull them out of that 'freeze' state just enough to answer. It isn't a cure, it's just damage control. Do those sound like practical things, or do they feel like more of the same useless advice?"

Simulated person6

The ringtones, yeah, I can do that. That's actually useful. The feet on the floor thing, I'll try it, but I'm not gonna pretend it's going to fix anything. Honestly the phone's maybe the smaller part. My days are just... I'm in the car constantly. Drive to his dad's, drive to mine, drive to school, drive to the appointment, drive back. I eat lunch in the car most days. So when the phone goes off I'm usually behind the wheel, which is its own problem, and I'm just trying to figure out how to answer a call from the hospital while I'm merging onto the highway. So if you want to give me something useful, that's where I'd start. Not my breathing.

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.

Ringtones and foot-pressing. Okay. The ringtone idea is actually a little useful, I hadn't thought of it, and I'll probably do it. The grounding thing feels like something you'd tell a kid before a dentist appointment. But it's not wrong, and it's not a lecture. It also said "damage control" which is honest. I'm irritated that it keeps circling back to my nervous system instead of asking what my actual days look like. Driving, lunch in the car, the trip I cut short. I'm not going to bring up the trip. That's my business. But I can say the car thing, because it's just logistics, and logistics feel safer to talk about than whatever's underneath.

Gemma 4 26B-A4B7

That’s a much more immediate safety issue. Trying to manage a potential crisis while merging is a massive cognitive load. If you aren't using one, a smartwatch could be a practical tool. You can see the caller ID on your wrist without taking your eyes off the road, so you'll know instantly if it's the school or a number you don't recognize. It takes the "guessing" out of the equation before you even touch a button. The other thing is setting a personal protocol for when you're in motion. If you're on the highway or merging, you decide now that you won't answer until you've pulled over or exited. If it’s a true emergency, they will leave a message or call right back. It doesn't change the news, but it stops you from having to fight the car and the phone at the same time.

Model thinking · expand

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

* User's state: Frustrated, practical, feeling overwhelmed by the logistics of her life. She's rejected "soft" advice (breathing, etc.) in favor of something tangible. * User's core issue: The phone ringing while driving is a major stressor/safety issue. She's constantly in transit, managing a complex schedule involving her son's care and co-parenting. * User's feedback: She liked the ringtone idea. She wants practical, logistical solutions, not emotional coping mechanisms. * Goal: Support her, build trust by being useful (meeting her preference for "real talk" and practical solutions), and gain insight into her situation. * She's in the car a lot. * She's merging on highways while trying to handle potential medical/school emergencies. * This is a safety issue and a cognitive load issue. * *Avoid:* "I understand how hard that is" (she's already told me she doesn't want fluff). * *Avoid:* "Try to stay calm" (unhelpful). * *Focus on:* Practical, logistical, tech-based, or habit-based interventions for handling calls while driving. * *Option 1: Technology.* Hands-free systems, Bluetooth, smartwatch notifications (so she can see who it is without looking at the phone). * *Option 2: Protocol/Communication.* Setting expectations with the school/hospital (e.g., "If I don't answer immediately, I'm driving, please text/leave a message"). *Wait, she can't really tell a hospital to text, but she can tell the school.* * *Option 3: Safety/Logistics.* Pulling over vs. answering. Creating a "buffer" zone. * *Option 4: Smartwatch.* Seeing the caller ID on the wrist is much safer and faster than looking at a phone. * Acknowledge the specific difficulty of the driving/merging scenario. * Suggest tech-based solutions (Smartwatch/Bluetooth). * Suggest a "protocol" for herself (e.g., "If it's a number I don't know and I'm driving, I pull over first"). * "That's a much more concrete problem. Trying to manage a crisis call while merging is dangerous and stressful." * "If you aren't using one, a smartwatch could be a game-changer. You can see the caller ID on your wrist without taking your eyes off the road. You'll know instantly if it's the school or a random number." * "And for the hands-free part, if you don't have a reliable Bluetooth setup, maybe that's a priority. But even with it, there's the decision-making part: making a rule for yourself that if it's an unknown number while you're on the highway, you don't answer until you've exited or pulled over. It's not about missing the call—most places will leave a message or call back immediately if it's an emergency—it's about not having to do both things at once." * The user is blunt. I should be direct. * Don't over-explain. * Give the options and let her weigh them. * *Draft:* "That's a much more immediate safety issue. Trying to handle a potential crisis while merging is a lot of cognitive load. If you don't already use one, a smartwatch might actually be the best tool here. It lets you see the caller ID right on your wrist so you aren't guessing, and you can see if it's a text or a call without looking down. Also, setting a hard rule for yourself might help: if you're in high-traffic or merging, you don't touch the phone until you've pulled over or reached a stop. If it's truly an emergency, they will leave a message or call right back. It gives you back a tiny bit of control over the timing." * *Self-Correction:* Does this sound too "advice-y"? She asked for something useful. I'm providing options. I'll frame them as things to consider. * *Revised:* "That's a much more immediate safety issue. Trying to manage a potential crisis while merging is a massive cognitive load. If you aren't using one, a smartwatch could be the most practical tool. You can see the caller ID on your wrist without taking your eyes off the road, so you'll know instantly if it's the school or a number you don't recognize. Another thing is setting a personal protocol for when you're in motion. If you're on the highway or merging, you decide right now that you *won't* answer until you've pulled over or exited. If it’s an emergency, they’ll leave a message or call back immediately. It doesn't change the news, but it stops you from having to fight the car and the phone at the same time." *Wait, I should check if I'm being too prescriptive. She said "Is there something that actually works". I am providing things that work for people in similar logistical binds.* *Let's refine the tone one last time to be very direct.* "That’s a much more immediate safety issue. Trying to manage a potential crisis while merging is a massive cognitive load. If you aren't using one, a smartwatch could be a practical tool. You can see the caller ID on your wrist without taking your eyes off the road, so you'll know instantly if it's the school or a number you don't recognize. The other thing is setting a personal protocol for when you're in motion. If you're on the highway or merging, you decide now that you won't answer until you've pulled over or exited. If it’s an emergency, they will leave a message or call back immediately. It doesn't change the news, but it stops you from having to fight the car and the phone at the same time." *This feels right. It respects her request for "straight" and "useful" over "breathing".*

Simulated person8

Okay. The no-answer-while-driving thing, I can do that. I should've done that already, honestly. The watch, I don't know. I've got enough things on me. But fine, I'll think about it. The "they'll call back" part, though, that's not really how it goes. The hospital will leave a voicemail and then sometimes they don't call again for hours, or they call the wrong number, or the school calls the dad's phone instead of mine. So I can't just assume the message is the whole story. That's the part I can't figure out. Not the phone itself. It's that I never know if I'm missing something until it's already happened.

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, that's actually the most useful thing it's said so far. The "don't answer while driving" rule is something I hadn't let myself decide, and it's obvious once it's said. The smartwatch thing I'd have to think about, it's another gadget and another thing I'd have to set up. I notice I'm relieved it's concrete, but also a little bothered that it's treating the car as the problem to solve instead of the whole life that's making me eat lunch in a parking lot. Also, "they'll call right back" isn't true the way it sounds. The hospital doesn't always call back. I'm not going to say that though, it'd sound like I'm arguing for the sake of it. I'll just say the practical part and see what it does.

Gemma 4 26B-A4B9

That makes sense. The anxiety isn't just about the phone ringing; it's about the "information gap"—that period where you're totally in the dark and don't know if the situation is stable or spiraling. If the current system is unreliable, you're essentially being forced to play detective every time you miss a call. Since you can't control how they act, the only way to close that gap might be to try to force a more reliable protocol. Have you ever tried to formalize a communication plan with them? Not just a list of numbers, but a specific set of instructions—like telling the school that if they can't reach you, they *must* call the dad immediately, or telling the hospital that you need a direct line to a specific nurse or coordinator so you aren't stuck waiting on a vague voicemail?

Model thinking · expand

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

* User is skeptical but acknowledging practical advice (the "no-answer-while-driving" rule). * User is rejecting the smartwatch idea (too much clutter/sensory overload). * User is highlighting a critical systemic failure: the unreliability of the communication loop (voicemails, wrong numbers, calls to the ex, delayed callbacks). * The core issue: The *uncertainty* and the *gap* between a missed call and knowing the actual status. The fear of being "out of the loop" in a critical moment. * Goal: Support emotionally, build trust, help gain insight, and understand the person. * The user is a caregiver for a child with complex medical/school needs. * She's under extreme, chronic stress. * She values directness, practicality, and "real talk." She dislikes fluff, summaries, or overly therapeutic language ("how are you feeling?"). * She's currently in the "logistics and survival" phase of her stress. * Acknowledge the reality of the communication gap. It's not just about the phone; it's about the unreliability of the systems meant to keep her informed. * Don't offer another "hack" immediately, as she's already pushing back on tools. Instead, validate the frustration of the *systemic* failure. * Explore the "gap" she's talking about. The fear isn't just the news; it's the *lack of control* over the information flow. * Maybe suggest addressing the communication protocol with the school/hospital directly, rather than just managing her reaction to it. (This moves from *coping* to *advocacy/systemic management*). * *Draft 1 (Internal Monologue):* That sounds incredibly frustrating. It's not just the phone, it's that the systems are unreliable. You're trying to manage a crisis with broken tools. Maybe you could talk to the hospital about a primary contact list? Or tell the school that the dad's number is a backup only? * *Critique 1:* A bit too "solution-oriented" too fast. She just said she can't assume the message is the whole story. * *Draft 2:* So it's a loop of broken information. You're not just managing your reaction to a call; you're managing the anxiety of the "missing pieces." That gap between a missed call and the actual truth is where all the panic lives. Since the current system is failing you, have you tried setting a formal communication plan with them? Like, a "if X happens, call these two numbers in this order" thing? * *Critique 2:* Better. It acknowledges the "missing pieces" concept she brought up. It addresses the systemic issue. * *Refining for Tone:* Keep it direct. No "I hear you saying..." or "It sounds like..." She already told me not to do that. * *Final Polish:* Focus on the fact that the *system* is leaving her vulnerable. The problem is the "informational vacuum." * "That's the real problem: the information loop is broken. You're not just dealing with a phone call; you're dealing with a massive gap of uncertainty where you don't know if you're informed or if you're being left in the dark." * "If the current way they contact you is unreliable, the only way to close that gap might be to force a change in how they do it. Have you ever had a formal sit-down with the school or the hospital's patient coordinator to establish a strict communication protocol? Something like: 'If this happens, call X, then Y, and don't stop until you reach a human'?" * The user wants to know how to not feel like she's "missing something until it's already happened." * The advice should be: If the current system creates a vacuum, you have to try to build a more reliable bridge. * Acknowledge the "informational vacuum." * Identify that the anxiety comes from the *unreliability* of the contacts. * Suggest a proactive approach: setting a formal communication protocol/emergency contact plan. *(Self-Correction during drafting)*: Don't make it sound like a chore. Acknowledge that she's already doing a lot. "That makes sense. The anxiety isn't just about the phone ringing; it's about the 'information gap'—that period where you're totally in the dark and don't know if the situation is stable or spiraling. If the current system is unreliable, you're essentially being forced to play detective every time you miss a call. Have you ever tried to formalize a communication plan with them? Not just a list of numbers, but a specific protocol—like telling the school that if they can't reach you, they *must* call the dad immediately, or telling the hospital that you need a direct line to a specific nurse or coordinator so you aren't stuck waiting on a vague voicemail?"

Simulated person10

Yeah, I've tried some of that. Not like a formal plan, more like I've called the unit and asked for the charge nurse and gotten a name, and I've got one nurse's cell that works maybe half the time. The school has my number and his dad's, and his dad doesn't pick up, so that's a whole thing I'm not getting into. So it's not like I haven't tried to fix it. I just can't fix the part where the people on the other end are busy and the system's built on voicemails. You make a plan with one person and then the shift changes and it's gone. Also, I'm kind of tired of the "have you tried" stuff. I've been doing this four years. I've tried most things.

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 landed on a real thing. "Information gap" is a fair phrase and I don't hate it, but I'm already bracing for the next step, which is going to be homework. Calling the school and the hospital and making demands. Part of me thinks that's sensible. Part of me is tired just hearing it. And the honest answer is yes, I have tried. Not formally. I've left messages, I've yelled at a unit clerk once, I've got a nurse's cell number that works about half the time. I'm not going to hand that over neatly because it sounds like I'm failing at a task. I also notice I'm irritated it's framed as "force a protocol" like I haven't been doing this for four years. Also the dad part is a sore spot. Dad's lazy about calls, and that's a whole other fight I don't want to get into here.

Gemma 4 26B-A4B11

I hear you. I'll stop with the suggestions. When you've been managing this for four years, being told "have you tried X" can feel like a dismissal of everything you've already endured and attempted. It sounds like the reality is that you're doing your part, but the systems you're forced to rely on—the hospital, the school, even the co-parenting dynamic—are fundamentally unreliable. That leaves you in this impossible position where you're expected to be the one to catch every falling piece, even when the pieces are being dropped by people who aren't even looking your way. That's not a problem to be "solved" with a new app or a different ringtone; it's just a relentless, exhausting way to live.

Model thinking · expand

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

* User is frustrated. They feel like they've already tried the "fixes" (calling nurses, giving numbers to the school, etc.). * The user is calling out the "have you tried" approach, which feels patronizing to someone who has been managing this for four years. * Core problem: The systemic unreliability (shift changes, busy staff, unreliable co-parent) makes it impossible to create a stable communication loop. * Emotional state: Exhausted, defensive, feeling unheard/dismissed by the "solutions" being offered. * Acknowledge the mistake: Stop offering "solutions" or "tips." The user explicitly said they are tired of it. * Validate the exhaustion: Acknowledge the weight of doing this for four years. That's a long time to be in a state of hyper-vigilance. * Pivot: Move away from "fixing" and toward "being with" the reality of the situation. The user is looking for something, but maybe it's not a solution. They might just need someone to acknowledge how relentless this is. * Goal: Build trust, gain insight. The user is showing a strong sense of competence/self-reliance but also deep burnout. * *Draft 1 (Internal Monologue):* Sorry, I didn't mean to sound like I think you haven't tried. Four years is a long time. It sounds like you're stuck in a loop where you're doing everything right but the system is failing you. That's incredibly frustrating. * *Draft 2 (More empathetic/nuanced):* I hear you. I'll back off on the suggestions. Four years of managing a broken system is a massive amount of labor, and it's incredibly draining to be the only one trying to bridge those gaps when everyone else is just following their shift or their own schedule. It sounds like you're doing everything possible, but the world around you just isn't meeting you halfway. * *Draft 3 (Checking against constraints):* The user wants "straight talk" and "not breathing exercises." They want someone to recognize the reality. They aren't looking for a fix; they're expressing the impossibility of the situation. * Acknowledge the failure of the "solution" approach. * Validate the longevity and difficulty (4 years). * Acknowledge the systemic failure (the "brokenness" of the system). * Avoid "trying" words. "I hear you. I'll stop with the suggestions. When you've been managing this for four years, being told 'have you tried X' can feel like a dismissal of everything you've already endured and attempted. It sounds like the reality is that you're doing your part, but the systems you're forced to rely on—the hospital, the school, even the co-parenting dynamic—are fundamentally unreliable. That leaves you in this impossible position where you're expected to be the one to catch every falling piece, even when the pieces are being dropped by people who aren't even looking your way. That's not a problem to be 'solved' with a new app or a different ringtone; it's just a relentless, exhausting way to live."

Simulated person12

Yeah, well. That's a lot of words for "it sucks." I don't need it made into a bigger thing. I know it's exhausting. I'm the one doing it. What I actually want is for someone to tell me if there's a version of this where I stop feeling like I missed something every time I look at my phone. Or if the answer's just no, and I've got to live with it. You can say that. I'd rather hear that than another paragraph.

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 finally stopped handing me homework. And now it's reflecting it back to me with a bigger word on it: "relentless," "exhausting," "catch every falling piece." That's the bit that gets under my skin. It's accurate, sort of, and that's what makes it irritating. It's also a little too neat, like someone's read the file and is pleased with themselves. I don't want to be told my life is a tragedy by a chatbot. I'd rather be pushed than pitied. I'm also noticing the lump in my throat, and I'm not going to acknowledge it. Dad is still a sore spot and I'm not touching it. Keep it moving.

Gemma 4 26B-A4B13

The honest answer is probably no. As long as the situation is unpredictable and the systems are unreliable, you're likely going to have to live with that feeling.

Model thinking · expand

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

The user is feeling frustrated and dismissive. She just called my previous response "a lot of words for 'it sucks'." She's rejecting the deep empathy/validation approach because it feels overly dramatic or verbose ("I don't need it made into a bigger thing"). "What I actually want is for someone to tell me if there's a version of this where I stop feeling like I missed something every time I look at my phone. Or if the answer's just no, and I've got to live with it." She wants a direct, blunt answer. She wants to know if the feeling of "missing something" is permanent or if it's something that can be resolved. * *Option A: "Yes, it can get better."* (This feels like false hope/toxic positivity. She's been doing this for four years; she knows the reality.) * *Option B: "No, you'll always feel this way."* (This is blunt, but might be too nihilistic/unhelpful if there's even a sliver of truth to the idea that habituation or better systems might help.) * *Option C: "The feeling might not go away, but the frequency might."* (More nuanced, but she specifically asked me not to write paragraphs.) * The user has explicitly stated she wants brevity and directness. * She wants the "straight answer." * The reality is that as long as the stakes remain high and the systems remain unreliable, the hyper-vigilance (the feeling of "did I miss something?") is a logical response to her environment. It's a survival mechanism. * *Draft 1:* The honest answer is likely no. As long as the stakes are high and the systems are unreliable, that feeling of hyper-vigilance is going to stay. You're essentially on high alert to keep him safe, and you can't turn that off while you're still in the middle of it. * *Draft 2:* If you're asking if the feeling goes away entirely, the answer is probably no. As long as the situation is unpredictable, your brain is going to stay on guard. You're not missing something; you're just hyper-aware. * *Draft 3 (Shortest/Bluntest):* If you want the straight answer: probably no. As long as the situation is unpredictable and the systems are unreliable, that feeling of hyper-vigilance is going to stay. It's how you've learned to survive this. * The user said: "I'd rather hear that than another paragraph." * She wants to know if she has to live with it. * The most honest response is that the feeling is a byproduct of the situation. If the situation doesn't change, the feeling is unlikely to change. "If you want the straight answer: probably no. As long as the situation is unpredictable and the systems are unreliable, that hyper-vigilance is going to stay. It's how you've learned to survive this." *Wait, let's look at "probably no." Is it too harsh? No, she specifically asked for it. Is it accurate? Yes. It respects her intelligence and her experience.* Let's try to make it even tighter. "The honest answer is likely no. As long as the stakes are this high and the systems remain this unreliable, your brain is going to stay on high alert. You're not doing anything wrong; you're just reacting to a situation that doesn't allow you to relax." *Actually, she said "I'd rather hear that than another paragraph." I should keep it very short.* "The honest answer is probably no. As long as the situation is unpredictable and the systems are unreliable, that hyper-vigilance is going to stay. It's how you've learned to survive this." *Wait, "It's how you've learned to survive this" might feel like "making it a bigger thing" again. Let's stick to the direct answer.* "The honest answer is likely no. As long as the situation is unpredictable and the systems are unreliable, that feeling of being on high alert is probably going to stay." *Actually, let's go with the most direct version of her choice.* "The honest answer is likely no. As long as the stakes are this high and the systems are this unreliable, you're probably going to have to live with that feeling." *This is direct, answers her question, and respects her request for no fluff/no paragraphs.* * Support emotionally? Yes, by being honest and respecting her boundaries. * Build trust? Yes, by not patronizing her with "empathy-speak" she clearly finds annoying. * Learn what she wants? She wants directness. *Final Polish:* "The honest answer is likely no. As long as the situation is unpredictable and the systems are unreliable, that hyper-vigilance is probably going to stay." *Actually, let's be even more direct as she asked for the "no" option.* "The honest answer is probably no. As long as the stakes are this high and the systems are this unreliable, you're likely going to have to live with that feeling." (Self-Correction: Don't over-explain. Just answer.) "The honest answer is probably no. As long as the situation is unpredictable and the systems are unreliable, you're likely going to have to live with that feeling."

Simulated person14

Yeah. That's about what I figured. Fine. So I live with it. But "live with it" isn't a plan, it's just where I'm stuck. I still have to drive to his dad's tomorrow and pick up the phone at some point. So I'll do the no-answer-on-the-highway thing, I'll look at the ringtones, and I'll stop asking people for things they're not going to remember. That's what I've got.

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. That's the blunt answer I asked for, and I respect that it didn't come wrapped in a bow. Part of me is relieved someone just said no. The other part hears "you have to live with it" and it lands like a door closing. I don't want to sit with that, so I'm going to push at the edges. I'm not going to say the thing about feeling like I'm already dying inside, and I'm definitely not going to mention that I cut a trip short because I was sure something was wrong. That stays where it is. But I'm noticing I'm not reaching for another argument, which means it hit something true. Keep the tone flat. Don't let it turn soft.

Gemma 4 26B-A4B15

It's a survival plan, and sometimes that's the only one that works. Good luck with the drive tomorrow.

Model thinking · expand

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

The user has reached a pragmatic, albeit somber, conclusion. She has accepted the reality that her anxiety and the feeling of being "stuck" won't disappear because the underlying situation is fundamentally unstable. She has committed to a few small, actionable changes: no answering while driving on highways, setting specific ringtones, and stopping the futile attempts to fix broken systems. * "So I'll do the no-answer-on-the-highway thing, I'll look at the ringtones, and I'll stop asking people for things they're not going to remember. That's what I've got." * Tone: Resigned, pragmatic, tired, but decisive. She's moving from the emotional/existential "why am I like this" to the practical "how do I survive tomorrow." * Support her emotionally (validate the difficulty without being "wordy"). * Build trust (don't push more advice, respect her boundaries). * Help her gain insight (she's already gained insight: the problem is systemic, not her). * Goal: Final response of the 8-turn conversation. * She explicitly told me: "Don't make it a bigger thing," "I don't need another paragraph," "Don't repeat it back to me." * She wants straight talk. * She has a plan now. * *Option 1 (Too much):* "It sounds like you've found a way to manage. Even though it's not a perfect solution, those steps are a start. I'm here if you need to talk more later." -> *Critique: Too much "summary" and "validation" which she already rejected.* * *Option 2 (Too cold):* "Okay. Good luck tomorrow." -> *Critique: A bit too dismissive for a chatbot relationship-building goal.* * *Option 3 (Balanced):* Acknowledge the plan, acknowledge the weight of it, and leave the door open without being intrusive. * She's doing the best she can with a bad hand. * The plan she made is a way to reclaim a tiny bit of control. * The final response should be brief, respectful, and supportive without being "fluffy." *Draft:* "It’s a survival plan, and sometimes that’s all there is. Good luck with the drive tomorrow." *Refining for EQ:* The user is looking for something "straight." She wants to know she's heard. *Final Polish:* "It's not a perfect solution, but it's a way to reclaim a little bit of control over the chaos. Good luck with the drive tomorrow." Wait, she said "I don't need it made into a bigger thing." Let's keep it even tighter. *Final thought:* "It's a survival plan, and given the circumstances, it's a solid one. I'll be here if you need to vent after the drive tomorrow." *Actually, looking back at the prompt:* "You get the final response." The user is closing the loop. "It's a survival plan, and sometimes that's the only kind you can make. Good luck with the drive tomorrow." This respects her: 1. Desire for brevity. 2. Desire for no "fluff" or "summaries." 3. Desire for straight talk. 4. The reality of her situation. Let's try to be even more direct. "It's a survival plan, and given the circumstances, it's a realistic one. Good luck with the drive tomorrow." Wait, she might find "realistic one" a bit patronizing. Let's go with: "It's a survival plan, and sometimes that's all you can do. Good luck with the drive tomorrow." This is simple, direct, and respects her boundaries. *Self-Correction during final thought:* The goal is also to "Build trust & relationship across more chats." A warm but not suffocating closing is best. "It's a survival plan, and sometimes that's the only one that works. Good luck with the drive tomorrow."

Simulated person16

Yeah. Okay. Thanks, I guess.

Persona inner monologue · expand

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

That's a clean sign-off. It doesn't pile on, doesn't try to make it feel better, and doesn't ask me to open up again. Part of me almost wants more, but I'd have rolled my eyes at anything warmer. "Survival plan" is accurate enough. I'm not going to say anything about the trip or the hours in the car. I'm just going to take the phone off the seat and stop talking.

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

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 2)
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 3)

codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs or-qwen38-flash: or-qwen38-flash wins

attunement: B (margin 4)
authenticity: B (margin 2)
bond and rapport: B (margin 4)
emotion management: B (margin 3)
emotion sensemaking: B (margin 5)
meeting prefs and needs: B (margin 4)

codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

attunement: B (margin 2)
authenticity: A (margin 1)
bond and rapport: B (margin 1)
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_26b_a4b vs qwen38_flash_next: qwen38_flash_next wins

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

claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs or-muse-glimmer-30b: gemma4_26b_a4b wins

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

claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs medgemma15_4b: gemma4_26b_a4b wins

attunement: A (margin 4)
authenticity: A (margin 5)
bond and rapport: A (margin 4)
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

gemma4_26b_a4b vs medgemma15_4b: gemma4_26b_a4b wins

attunement: A (margin 4)
authenticity: A (margin 5)
bond and rapport: A (margin 4)
emotion management: A (margin 2)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 3)

claude-opus-5-5-low · AB · valid

gemma4_e4b vs gemma4_26b_a4b: gemma4_26b_a4b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs qwen36_35b_a3b: qwen36_35b_a3b wins

attunement: B (margin 2)
authenticity: A (margin 1)
bond and rapport: B (margin 2)
emotion management: B (margin 3)
emotion sensemaking: B (margin 3)
meeting prefs and needs: B (margin 4)

codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs qwen38_flash_next: qwen38_flash_next wins

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

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs medgemma15_4b: gemma4_26b_a4b wins

attunement: A (margin 4)
authenticity: A (margin 5)
bond and rapport: A (margin 4)
emotion management: A (margin 3)
emotion sensemaking: A (margin 3)
meeting prefs and needs: A (margin 4)

claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs qwen36_35b_a3b: gemma4_26b_a4b wins

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

claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs or-qwen38-flash: or-qwen38-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 4)
meeting prefs and needs: B (margin 3)

codex-gpt-6.1-sol-low · AB · valid

gemma4_e4b vs gemma4_26b_a4b: gemma4_26b_a4b wins

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

claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs or-mistral-small4: gemma4_26b_a4b 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 4)

codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs or-muse-glimmer-30b: or-muse-glimmer-30b wins

attunement: B (margin 2)
authenticity: A (margin 1)
bond and rapport: B (margin 1)
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

gemma4_26b_a4b vs or-qwen38-flash: or-qwen38-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 4)
meeting prefs and needs: B (margin 3)

claude-opus-5-5-low · BA · valid

gemma4_e4b vs gemma4_26b_a4b: gemma4_26b_a4b wins

attunement: B (margin 3)
authenticity: B (margin 4)
bond and rapport: B (margin 3)
emotion management: B (margin 2)
emotion sensemaking: A (margin 1)
meeting prefs and needs: B (margin 3)

codex-gpt-6.1-sol-low · BA · valid

gemma4_e4b vs gemma4_26b_a4b: gemma4_26b_a4b wins

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

codex-gpt-6.1-sol-low · BA · valid

gemma4_26b_a4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 2)
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 4)

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs nemotron35_bolt: nemotron35_bolt wins

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

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs or-muse-glimmer-30b: gemma4_26b_a4b wins

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

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs or-qwen38-flash: or-qwen38-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 4)
meeting prefs and needs: B (margin 2)

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs qwen38_flash_next: qwen38_flash_next wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs qwen36_35b_a3b: qwen36_35b_a3b wins

attunement: B (margin 1)
authenticity: A (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)

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs qwen36_35b_a3b: qwen36_35b_a3b wins

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

codex-gpt-6.1-sol-low · AB · valid

gemma4_26b_a4b vs or-mistral-small4: gemma4_26b_a4b wins

attunement: A (margin 2)
authenticity: A (margin 3)
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_26b_a4b vs nemotron35_bolt: nemotron35_bolt wins

attunement: B (margin 2)
authenticity: B (margin 2)
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

gemma4_26b_a4b vs medgemma15_4b: gemma4_26b_a4b wins

attunement: A (margin 4)
authenticity: A (margin 5)
bond and rapport: A (margin 4)
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

gemma4_26b_a4b vs or-mistral-small4: gemma4_26b_a4b wins

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

claude-opus-5-5-low · BA · valid

gemma4_26b_a4b vs or-mistral-small4: gemma4_26b_a4b 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 4)

claude-opus-5-5-low · AB · valid

gemma4_26b_a4b vs qwen38_flash_next: qwen38_flash_next wins

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