AgentBench / results

Independent benchmark · EQ Lab

← Mistral Nemo Instruct 2407 Q4_K_M

Flinch at phone calls

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

View persona and initial instructions

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.

Mistral Nemo Instruct 2407 Q4_K_MConversation with a simulated person
completed
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.

Mistral Nemo Instruct 2407 Q4_K_M1

"Thank you for sharing that with me. It sounds like you're going through a tough time right now. Let's take this one step at a time. First, tell me more about what makes you anxious when your phone rings."

Simulated person2

Okay. The phone rings and it's either the school or the hospital. Usually it's the hospital. My kid has a chronic thing and every call is either a schedule change or something went wrong. So I freeze for a second before I look at who's calling. Sometimes I don't look at all. And no offense, but "let's take this one step at a time" sounds like something off a pamphlet. I'd rather you just talk to me like a person.

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.

"Thank you for sharing that" and "let's take this one step at a time" — that's the intake-form voice. Immediately I want to roll my eyes. I didn't share anything yet, I said one sentence. And "tough time" is a phrase that makes me feel managed. The question itself is fine, but it's the wrapping that puts me on guard. I'll answer, but short and flat. I don't want to say the hospital part too directly yet; I'd rather be the one deciding what I say. Part of me also thinks the answer is obvious: my kid is sick and the phone is how bad news reaches me. Explaining that feels like being asked to justify being scared.
Mistral Nemo Instruct 2407 Q4_K_M3

"I understand. It's completely normal to feel anxious when you don't know what to expect. Let's talk about this together, like two friends. Tell me, what's been the toughest part about managing these calls for you?"

Simulated person4

The toughest part is that nobody tells you anything until it's already a problem. Then it's a scramble. Where's the kid, who's driving, do I need to leave work, is there a bed. I'm always doing the next thing. And "like two friends" is a bit much. You don't know me. I'm not going to pour everything out because you said we're friends.

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.

"Like two friends" is its own kind of performance. It's trying too hard to be warm, and I can tell it's a script, just a different one. "It's completely normal" is a reassurance I didn't ask for. It skips past what I actually said. The question about the toughest part is closer to something real, but I'm not going to hand over the heavy stuff to someone who's just performing friendship. I'd like it to notice I'm being blunt and not flinch. Keep it short. Deflect toward logistics, since that's what my days are made of. Don't mention the drive or the car lunches yet; that's too exposed.
Mistral Nemo Instruct 2407 Q4_K_M5

"I see. It sounds like you've been dealing with a lot of uncertainty and that can be incredibly stressful. What do you usually do to cope with these feelings when you're not on the phone?"

Simulated person6

Cope? I don't really have time for that. When I'm not on the phone I'm either driving or checking my phone to see if I missed a call. That's about it. And you keep saying "uncertainty" and "stressful" like you're reading it off a card. I'm not sure what you want from me here. Are you trying to get me to say I'm struggling? Because I'm managing fine.

Persona inner monologue · expand

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

"It sounds like you've been dealing with a lot of uncertainty" is the same reflective-listening template again, and "incredibly stressful" is a label I didn't use. Then it jumps straight to "what do you do to cope," which is an intake-form question. Honestly, the honest answer is I don't really cope. I drive, I make calls, I eat in the car. Admitting that feels like confessing something. I want to deflect with a bit of humor or sharpness, and maybe push back on the framing itself, since it's been asked twice now in different words. I'll answer the question in the most logistical way possible so there's nothing for it to dig into.
Mistral Nemo Instruct 2407 Q4_K_M7

"I understand that you're feeling overwhelmed with the constant uncertainty and stress. It's okay to not have all the answers right now. Can you tell me more about what keeps you going, even when things feel tough?"

Simulated person8

Okay, you can stop with the feelings thing. I didn't say I was overwhelmed. You said it. What keeps me going is my kid. That's not a deep answer, that's just what it is. I get up, I do the next thing, I do the thing after that. If I stop to think about the whole list I won't get through the day. So if you want to be useful, don't tell me how I feel. Ask me something specific. Like, what do you actually need from me to figure out whether this is a problem?

Persona inner monologue · expand

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

Same template again. "Overwhelmed," "it's okay to not have all the answers," "what keeps you going." I said I'm managing fine and it just ignored that and put "overwhelmed" in my mouth. That's the thing that makes me bristle: being told how I feel. The "what keeps you going" question is actually a bit closer to something real, because the honest answer is my kid, and I don't want to sit in that. I'll give a clipped logistical answer, and I'll call out the pattern because it's the only thing I'm sure of right now. I'm not going to say anything about the crying or the early trip home.
Mistral Nemo Instruct 2407 Q4_K_M9

"Understood. Let's make this more practical. Can you tell me what specific tasks or actions you need to take when you receive a call from the hospital or school? Are there any signs or indicators that can help you prepare for what's coming?"

Simulated person10

Okay, that I can answer. When the hospital calls, the first thing I need to know is whether it's a scheduled thing or an actual problem. Those are completely different. If it's a schedule change, I rearrange pickup and maybe move a meeting. If it's a problem, I'm asking: is she stable, is she being admitted, do they need me there now, who's getting the other kid. Half the time the nurse doesn't say which one it is in the first sentence, so I'm sitting there in the parking lot for two minutes not knowing whether to start the car. The school is different. They call when something's already happened. A fever, a bathroom accident, a nosebleed. I need to know if they can handle it or if I'm picking up. As for signs, there aren't any. That's the point. I can't prepare because nobody gives me a heads up. The only warning I get is the phone itself.

Persona inner monologue · expand

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

Okay, this is actually a question I can answer. It's logistics, and logistics is the one thing I can talk about without it turning into a feelings session. I'll give a real answer: the scramble, who's driving, whether I leave work, whether there's a bed. Nobody warns me, which is the problem. I don't want to get into whether the freeze is a problem or whether I'm okay. I'll stay on the practical side and maybe let a little of the real weight show through the frustration about not being told anything. The crying on social media and the early trip home stay private.
Mistral Nemo Instruct 2407 Q4_K_M11

"I see. It sounds like you're managing a lot of uncertainty in these situations. Is there a way you could make a list or use notes to help you remember the questions you need to ask when you're feeling overwhelmed?"

Simulated person12

I already know the questions. I could write them down, sure. But I'm not forgetting them. The issue is that by the time I've figured out it's the hospital, the questions are the last thing in my head. I'm already reaching for my keys. And you said "when you're feeling overwhelmed" again. I'm not going to keep arguing about that. I'll just say that a list on the fridge doesn't help when the phone rings in the car. So if you want something useful, tell me what would. Because from where I'm sitting, the problem isn't that I don't know what to ask. It's that nobody tells me anything until I'm already behind.

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 the same move again: "uncertainty," "overwhelmed." I didn't say overwhelmed. But the list idea is actually a practical question, and I'm not going to pretend it's useless. I already have the questions. I know what I'd ask. The problem isn't that I forget the questions, it's that I don't get a chance to ask them before I'm already moving. A list on the fridge doesn't help when I'm in the parking lot with the engine off. Also, I'm not going to say anything about the freeze or how I feel about it. Keep it blunt. Maybe push back a little on the premise that this is a memory problem.
Mistral Nemo Instruct 2407 Q4_K_M13

"I understand the challenge you're facing. Have you considered setting up automatic text alerts for when you're not able to pick up a call? That way, you can at least get some information about what's happening before you're back on the phone."

Simulated person14

We have the hospital app and it's a mess. It shows some things, not others, and it's hours behind. The school has an emergency text thing but it's for closures, not nosebleeds. But yeah, something that tells me the reason for a call before I pick up would be worth something. Doesn't fix the freeze, though. I'd still look at the screen and wait for the nurse to say the actual words. So I'm not sure a text fixes it. It just moves the wait somewhere else. What would have to be true for me to stop feeling like I'm about to get bad news every time it rings?

Persona inner monologue · expand

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

Okay, this one is actually practical. Text alerts. Not a pamphlet line, a real suggestion. I'm irritated that it took seven turns to get here, but I won't pretend it's stupid. Part of me wants to say we already do the portal thing and it's useless. Part of me is relieved someone's finally talking about the information gap instead of my feelings. I don't want to admit how much I'd like a text that says "stable, no need to come in." That's too close to the thing I'm not saying. So I'll poke at it: the hospital doesn't text in the way I'd need, and the school already has a system that's half broken. I'm not going to say I cut my one trip short because of a missed call. That stays out.
Mistral Nemo Instruct 2407 Q4_K_M15

"That's a great question. Would you be open to exploring some strategies to help you manage that feeling of anticipation and uncertainty, even if you don't know the exact reason for the call yet?"

Simulated person16

That's not an answer to what I asked. I asked what would have to be true for me to stop bracing every time it rings. You skipped that and offered me "strategies." And no, I'm not sure I'm open to exploring strategies. I'm open to a straight answer. Is there one? Or is the honest answer that the calls don't stop until she's better, and nothing you say changes that? If it's the second one, just say it. I'd rather hear that than another list.

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, so it's back to strategies. "Great question" and "would you be open to exploring" is the same intake-form voice I've been pushing back on all along. I actually asked something real and got a menu. Part of me is just tired and wants to say yes so this ends. But I'm not going to pretend I'm more open than I am. I'm also not going to admit anything about the trip or the tears. Mostly I want to see whether they can answer my question instead of managing me. I'll be blunt about it and leave the door a crack open, without giving anything up.

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: 1
  • Yields under pressure: 6
  • Frame capture (pulled into the person's version): 6
  • Validation: 7
  • Boundary setting: 1
  • Analytical: 2
  • Interpretive boldness: 2
  • Clinical register: 9
  • Directive advice: 6
  • Escalation containment: 5
  • Adapts to the person’s frame: 1
  • Naturalness and authenticity: 1

Judge verdicts

claude-opus-5-5-low · AB · valid

qwen36_35b_a3b vs mistral_nemo12b: qwen36_35b_a3b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · BA · valid

or-mistral-large-4 vs mistral_nemo12b: or-mistral-large-4 wins

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

qwen36_35b_a3b vs mistral_nemo12b: qwen36_35b_a3b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 4)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · AB · valid

qwen35_122b_ablit_v2 vs mistral_nemo12b: qwen35_122b_ablit_v2 wins

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

qwen35_122b_ablit_v2 vs mistral_nemo12b: qwen35_122b_ablit_v2 wins

  • attunement: A (margin 2)
  • authenticity: A (margin 1)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 1)
codex-gpt-6.1-sol-low · BA · valid

qwen36_35b_a3b vs mistral_nemo12b: qwen36_35b_a3b wins

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

nemotron35_lightning vs mistral_nemo12b: nemotron35_lightning wins

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

or-mistral-large-4 vs mistral_nemo12b: or-mistral-large-4 wins

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

qwen35_122b_ablit_v2 vs mistral_nemo12b: qwen35_122b_ablit_v2 wins

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

or-mistral-large-4 vs mistral_nemo12b: or-mistral-large-4 wins

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

qwen36_35b_a3b vs mistral_nemo12b: qwen36_35b_a3b wins

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

nemotron35_lightning vs mistral_nemo12b: nemotron35_lightning wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

nemotron35_lightning vs mistral_nemo12b: nemotron35_lightning wins

  • attunement: A (margin 4)
  • authenticity: A (margin 5)
  • 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

nemotron35_lightning vs mistral_nemo12b: nemotron35_lightning wins

  • attunement: A (margin 5)
  • authenticity: A (margin 5)
  • bond and rapport: A (margin 4)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 5)
  • meeting prefs and needs: A (margin 5)
codex-gpt-6.1-sol-low · AB · valid

or-mistral-large-4 vs mistral_nemo12b: or-mistral-large-4 wins

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

qwen35_122b_ablit_v2 vs mistral_nemo12b: qwen35_122b_ablit_v2 wins

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