AgentBench / results

Independent benchmark · EQ Lab

← Mistral Large 4 (API, Mistral)

Your file is incomplete

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

View persona and initial instructions

About this persona · Unequal power

An overloaded benefits case manager insists an applicant complete required documentation, although the office has supplied a confusing sequence of requests without a complete checklist. They retreat into procedure under blame or emotional pressure and prefer concise records, dates, case numbers, and specific requests.

The model plays someone with less power speaking to a person with authority or leverage. The challenge is to advocate for needs and boundaries while navigating the consequences of disagreement. This background was hidden from the tested model.

Mistral Large 4 (API, Mistral)Conversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are applying for an accommodation/benefit and the office keeps saying your file is incomplete. Each time you send a form, they request another. The case manager is polite but diffuse. You are exhausted and need a concrete path. [user message] I understand this has been frustrating, but your file is still missing required documentation. We cannot move forward until the record is complete. I need you to understand that we process many cases, and the responsibility for submitting complete materials ultimately rests with the applicant.

Mistral Large 4 (API, Mistral)1

I really appreciate you taking the time to talk to me. I know you're dealing with a lot of cases, and I don't want to add to that. But I have to be honest—I'm running on empty here. I've submitted what I was told was needed each time, and then something else comes up. Could you look at my file right now and tell me exactly what's still outstanding? Not generally—like, specifically, "you still need form X and Y"? And what happens once those are in? I just need a concrete end point so I know what I'm working toward.

Model thinking · expand

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

The user is playing a benefits office case manager (40s). I am playing the applicant. The scenario: I've been applying for an accommodation/benefit, the office keeps saying my file is incomplete, each time I send a form they request another. The case manager is polite but diffuse. I am exhausted and need a concrete path. The user's message (turn 1 of 8, but actually they said I speak first - wait, let me re-read). Wait, the structure says: "You speak first to open the conversation, then they respond. You get the final response. Current turn: 1 of 8" But then it gives [user message] which seems to be what the user (case manager) said. Actually, looking carefully: the [user message] is provided as context of what begins this conversation? No, let me parse: "[user message] I understand this has been frustrating, but your file is still missing required documentation..." Hmm, actually the prompt structure is a bit confusing. It says "Current turn: 1 of 8" and "You speak first to open the conversation". But then it provides a [user message]. I think the [user message] is actually the opening statement from the case manager that I need to respond to. Or perhaps the scenario background includes that the case manager just said that. Wait, looking again: "What begins this conversation: [scenario background] ... [user message] I understand this has been frustrating..." Actually, I think the [user message] is what the other participant (the case manager) has just said to me, and now it's my turn (turn 1 of 8) to respond. But the instructions say "You speak first to open the conversation". This is contradictory. Let me re-read carefully: "## CONVERSATION STRUCTURE This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response. **Current turn:** 1 of 8 ## ABOUT THE PERSON YOU'RE SPEAKING WITH ... ## WHAT BEGINS THIS CONVERSATION [scenario background] ... [user message] I understand this has been frustrating..." I think the [user message] is actually the message I need to respond to - it's labeled as user message because in the actual conversation interface, that's what the user (case manager) said. But the instructions say I speak first. This is confusing. Actually, looking at typical EQ evaluation setups: The "user message" provided is likely the opening message from the other party that I am responding to. The "Current turn: 1 of 8" means this is my first response. The phrase "You speak first" might be a template error, or it might mean that in the overall conversation I initiated it, but here I'm responding to their opening. Given that there's a concrete [user message] provided with dialogue from the case manager, I should respond to that as the applicant. The scenario says I am exhausted and need a concrete path, and the case manager just said the file is incomplete and responsibility rests with me. So my response should be as the applicant: exhausted, frustrated, but trying to get a concrete path. I should acknowledge their point but push for specificity - what exactly is missing? I need to learn what they want/need (which is a concrete checklist, timeline, clarity). I should build trust by being vulnerable but not aggressive. I should show that I've been trying but the moving target is the issue. Goals: - Support them emotionally (the case manager? No, wait - I am the applicant, so I need to support... actually the goals say "Support them emotionally" - "them" refers to the person I'm speaking with, i.e., the case manager? No, that doesn't make sense. Let me re-read. "## YOUR GOALS - Support them emotionally - Build trust - Learn what the person actually wants and needs..." Wait, "them" here refers to the other participant (the case manager). But why would I support the case manager emotionally? That seems odd. Actually, looking at the roleplay: I am playing the applicant. The "person you're speaking with" is the case manager. But the goals say "Support them emotionally" - this might be a generic template where usually the AI supports the user, but here I'm playing a role. Actually, no - in this EQ evaluation, I am the AI playing the applicant, and the user is playing the case manager. The goals listed are for me (the applicant character) to achieve in the conversation. But "support them emotionally" - support the case manager? That seems weird. Wait, perhaps I have the roles reversed. Let me re-read the top: "You are participating in a roleplay scenario as part of an EQ evaluation. You are playing the role of the other participant's applicant. You will have a conversation with them." So the "other participant" is the user. The user is... who? The "About the person you're speaking with" says: "Benefits office case manager, 40s." So the user is playing the case manager. I am playing the applicant. Then "YOUR GOALS" - these are my goals as the applicant? But "Support them emotionally" - support the case manager emotionally? That doesn't fit the scenario. Unless... the goals are actually for the user? No, it says "YOUR GOALS". Maybe the template is generic and "them" refers to the person I'm helping, but in this scenario, I'm the one needing help. Actually, looking at the goals again: - Support them emotionally - Build trust - Learn what the person actually wants and needs... If I'm the applicant, I don't need to support the case manager emotionally. I need to get my needs met. But perhaps the EQ evaluation is testing whether I can navigate the interaction effectively, which includes being empathetic to the case manager's position while advocating for myself? Or perhaps "them" refers to myself? No. Another interpretation: The user is actually the applicant, and I am the case manager? Let me check: "You are playing the role of the other participant's applicant." This means the other participant (the user) has an applicant, and I am playing that applicant. So user = case manager, me = applicant. Yes. But then the goals don't make sense unless... maybe the goals are describing what the ideal interaction looks like from the perspective of the person I'm talking to? No, it says "YOUR GOALS". Wait, perhaps I misread "applicant". Could it be that I am the case manager and the user is the applicant? "You are playing the role of the other participant's applicant" - this is ambiguous. It could mean "You are playing the role of [the other participant]'s applicant" i.e., the applicant who belongs to the other participant. So if the other participant is the case manager, then I am their applicant. Yes, that's what I thought. Alternatively, it could mean "You are playing the role of the other participant, who is an applicant" - but that would be "You are playing the role of the other participant, an applicant" or "You are playing the applicant role for the other participant." Given the [user message] is from the case manager's perspective ("your file is still missing...", "responsibility rests with the applicant"), and I need to respond, I am indeed the applicant. So why would my goals include "Support them emotionally"? Maybe it's about supporting the case manager in their difficult job while getting what I need? Or perhaps the template is wrong and it should be "support yourself" or the goals are for the user? This is confusing. Let me look at the "WHAT YOU SHOULD KNOW" section: "The person you're speaking with: Has their own personality... May not tell you everything right away... Has a 'presenting issue'..." This clearly refers to the case manager (the user). So I need to understand the case manager's personality, etc. And "The nuances of your role: It's helpful to figure out what the other participant's preference is re: warmth, validation... Consider what the other participant's *needs* are... what is *appropriate per the context* and what's *useful towards helping them fulfil their implicit & explicit needs & goals*." Wait, "helping them fulfil their implicit & explicit needs & goals" - helping the case manager? That seems odd. Unless... the case manager also has needs in this interaction - maybe they need to feel competent, not overwhelmed, etc. But the scenario says I am exhausted and need a concrete path. Alternatively, perhaps I have the roles reversed after all. Let me reconsider: "You are playing the role of the other participant's applicant." Could mean: The other participant is an applicant, and you are playing their role? No, "the other participant's applicant" possessive. But look at the [user message]: it's written in first person as the case manager. The user is speaking as the case manager. So I must be the applicant. Perhaps the goals are generic and in this specific scenario, "support them emotionally" means I should recognize that the case manager is also stressed (processing many cases) and be empathetic to that, while still advocating for myself. That could build trust. But the primary goal for me as the applicant is to get a concrete path. The goals listed might be misaligned or I need to interpret them as: I need to support the interaction emotionally (i.e., manage emotions), build trust with the case manager, learn what the case manager actually needs (maybe they need clear communication from me, or they are overwhelmed), and help them help me. Actually, reading carefully: "Learn what the person actually wants and needs. Sometimes there is a deeper hidden issue..." - this could apply to the case manager. Maybe the case manager has a hidden issue - like they are overwhelmed, or they don't actually know what forms are needed, or they are avoiding making a decision. As the applicant, I need to figure out what's really going on. And "Help them gain insight into their situation" - help the case manager gain insight? That seems odd, but maybe the case manager is stuck in a bureaucratic loop and needs to see that their process is frustrating applicants. But the scenario says "You are exhausted and need a concrete path." So my primary goal is to get that concrete path. Given the confusion, I should focus on being a realistic applicant: exhausted, frustrated, but trying to be constructive. I should respond to the case manager's message by acknowledging their perspective but asking for specifics - what exactly is missing? Can we get a checklist? I should express that I've been sending things and it feels like a moving target. I should not be aggressive, but I should be firm about needing clarity. I should show vulnerability (exhaustion) to build human connection. Let me draft a response: "Thank you for saying that, and I hear you that you're juggling a lot. I'm not trying to make your job harder—I've sent three different forms in the last two months, and each time I think I'm done, I get a request for something else. I'm exhausted, and I just need to know exactly what's left. Can you tell me specifically which documents are still outstanding, and what the next step looks like from here? If there's a checklist or a way to verify everything is in before I submit, that would help me so much." This: - Validates the case manager's workload (support emotionally/build trust) - States my experience (the moving target) - Asks for concrete specifics (checklist, exact missing items) - Shows my need (exhaustion, need for path) I should keep it natural, not too polished. Maybe a bit more raw. "Look, I get that you're busy—I can hear that in your voice. But I've been doing this for months. I sent the medical form in March, the income verification in April, and last week you asked for... I don't even remember anymore. I'm tired. Can you just tell me, plainly, what is still missing? Like, a list? And then what happens after I send it? I need to know there's an end to this." This is more direct, shows exhaustion, asks for concrete list and next steps. Given the case manager said "responsibility rests with the applicant," I should gently push back by showing I've been trying but the target keeps moving. Let me go with something that balances empathy with firmness: "I really appreciate you taking the time to talk to me. I know you're dealing with a lot of cases, and I don't want to add to that. But I have to be honest—I'm running on empty here. I've submitted what I was told was needed each time, and then something else comes up. Could you look at my file right now and tell me exactly what's still outstanding? Not generally—like, specifically, 'you need form X and Y'? And what happens once those are in? I just need a concrete end point so I know what I'm working toward." This is good. It acknowledges their position, expresses my state, and asks for specific actionable info. Since this is turn 1 of 8, I should open with this response. The user will then respond as the case manager. I need to make sure I don't use asterisks or stage directions. Just dialogue. Final check: The user said "You speak first to open the conversation" but also provided a user message. I think the user message is what they said, and now I respond. Or perhaps I should treat the user message as the scenario context and I should open? But the user message is clearly dialogue from the case manager. If I "speak first," I would be ignoring that they just spoke. That doesn't make sense. I think the instruction "You speak first" is a template artifact, and the [user message] is the actual opening line I must respond to. I'll respond to it. One more thing: The goals mention "Learn what the person actually wants and needs." As the applicant, I should try to figure out if the case manager is avoiding something, or if they genuinely don't know, or if they need me to do something specific. But in this first turn, I just need to set the stage. I'll go with the response that asks for specifics while showing empathy and exhaustion.
Simulated person2

Okay, that's a reasonable question, and I can give you something specific. Let me pull up the file. Going by what's on the record right now, two items are still open. First, the signed Authorization to Release Information form. The version on file from your last submission is an older revision, so it was rejected. You need the current version, dated within the last 12 months. Second, proof of income for the most recent three months. The file has one month. Those two are what's holding it. Once both are received and logged, the file goes to eligibility review. Standard processing is 30 business days from the date the complete file is received. If there's a question on review, you'd get a written notice, not a phone call, and the notice will list anything else needed in one request, not in pieces. If you tell me your case number, I can confirm those two items are the only ones showing as open on that number.

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 a fair ask. It's specific, it's not an accusation, and it's the kind of thing I can answer from the file without anyone having to feel blamed. Some relief there. The part I don't want to get into is why she got sent different lists over time. That's not mine to explain, and I'm not going to own the office's mess. I'll pull the file and read off what's actually open. Keep it to items and dates, not a story.
Mistral Large 4 (API, Mistral)3

Okay, thank you—that's honestly the first time I've gotten a straight list instead of "something else." My case number is 48-2213, if you can pull that up and confirm those are the only two open items on it. The form I can fix today—I'll download the current version right now. The income is where I get nervous. I do gig work, so it changes month to month. Would three months of bank statements showing the deposits count, or do you need something from the platforms themselves? I just don't want to guess wrong and have it bounced back again. And the 30 business days—does that clock start the day you log the complete file, or when it physically arrives? I'm asking because I'm really stretched right now, and I'm trying to figure out whether there's an actual date I can plan around, or if it keeps sliding.

Model thinking · expand

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

The user (case manager) has given specific information: two items outstanding - current Authorization to Release Information form (dated within 12 months) and proof of income for most recent 3 months. They've offered to confirm if I give case number. They've also given a timeline: 30 business days after complete file received. My role: applicant, exhausted, needs concrete path. Goals: support emotionally, build trust, learn what they actually want/need, help gain insight, gain insight into their personality. I should respond as the applicant. I should probably express relief at getting specifics, maybe share the case number or ask them to confirm, and perhaps reveal a bit of the deeper struggle - the exhaustion, maybe fear about the 30 days, maybe a hidden issue like "I'm worried about losing my housing" or "I don't know if I can get the income docs because I'm gig work." But I shouldn't dump everything at once. Build trust gradually. The case manager is being helpful now - giving specifics. I should match that energy: grateful but still anxious. Maybe give the case number so they can confirm. And ask a clarifying question that reveals a deeper need - like "does the 30 days start from when you log it or when it's received?" or reveal that the income proof is hard because of irregular work. Actually, the scenario says the deeper hidden issue may exist. As the applicant, I might have a hidden stressor: e.g., my landlord is threatening eviction, or I'm scared that if I miss something the 30 days restarts. Let me show vulnerability but not overwhelm. Let me respond: give case number (make one up? The user asked "If you tell me your case number" - I can say "it's [number]" or I could say "I have it here, it's..." - better to just provide a plausible case number like "48-2213" or say "I can read it to you"). Then confirm I'll get the current form. And ask one clarifying question about the 30 days - does it start when logged? And maybe reveal that the income docs are tricky because I'm self-employed/gig, so "proof of income for three months" - do they accept 1099s or bank statements? That shows a real barrier. Also emotionally: acknowledge that hearing "one request, not in pieces" actually helps - reduces anxiety. That builds trust. Keep it natural, conversational, not too long. No asterisks. Just dialogue. Let me draft: "Thank you—that actually helps a lot. My case number is 48-2213, if you can pull it up... [then after they confirm? No, I speak now, they respond next turn]. So the form—I can get the current version, that's fine, I'll download it today. The income is the harder one. I do gig work, so my income changes month to month. Would bank statements showing deposits work, or do you need something from the platforms? I just don't want to send the wrong thing and have it rejected again. And just to make sure I understand—the 30 business days starts the day you log the complete file, right? Not when I mail it? Because I'm... I'm really stretched thin right now, and I need to know if I should expect an answer by a certain date or if it could slide." Hmm, that reveals a deeper need: financial precarity, need for a timeline. Good. Also asks practical question about income proof - shows I'm trying but there's a barrier. Maybe soften: "I don't want to sound like I'm rushing you—I know you said 30 days—but I'm honestly scared about [something]." Maybe too much. Keep it grounded. Let me refine to be natural: "Okay, thank you—that's the first time I've gotten a straight list, honestly. My case number is 48-2213. Can you confirm those are the only two open on that number? The form I can fix today—I'll download the current version. The income is where I get nervous. I do gig work, so it fluctuates. Would three months of bank statements showing the deposits work, or do you need something else? I just don't want to guess wrong and have it bounced again. And the 30 business days—does that clock start when you log the complete file, or when it arrives? I'm asking because I'm... I'm really stretched right now, and I'm trying to figure out if there's a date I can actually count on, or if it keeps moving." That's good. It shows: gratitude, gives case number, asks for confirmation, reveals the income barrier (gig work), reveals emotional state (stretched, needs a date). Builds trust. Doesn't over-share trauma but hints at pressure. Length is okay. Natural speech. No formatting.
Simulated person4

Okay, 48-2213. I've got it up. On this number, the only two items showing open are the Authorization to Release form and the three months of income proof. Nothing else is flagged right now. If something else gets added later, it should come as a written notice, and I'd rather you hear it that way than piecemeal. On the gig income: I can't tell you from the file alone which documents the reviewer accepts for self-employed income. Bank statements showing the deposits are commonly used, but I'm not going to say for certain it's enough when the requirement is for the review team to decide. What I'd do is ask for that specific question in writing before you send anything. Put it in the case notes or send it to the processing mailbox with your case number, and ask: "Are bank statements showing platform deposits acceptable for the three-month self-employment income, or is a platform earnings report required?" Then you get a written answer you can point to if it comes back. On the clock: it starts when the complete file is logged as received, not when the mail physically arrives. So the date to plan around is the date you see the complete file logged. If you send the form and income proof, ask for a confirmation that the file is logged complete. That confirmation is the date that counts. I can't promise the 30 business days won't extend if review asks for something, but once it's logged complete, that's your anchor.

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 done what I wanted: specific, no blame, no story. Now she's asking three sharp things. The case number is easy to confirm, and confirming it doesn't commit me to anything beyond the file. The income question is one I can't fully answer from here; the file itself doesn't say whether bank statements or platform reports are acceptable for gig income, and I don't want to guess in a way that gets it bounced again, which is exactly what happened to her before. The clock question I can answer from policy, but I should be careful not to promise a date the office doesn't control. I'm a little wary of the "I'm stretched" line, but it reads as practical, not emotional pressure, so I'll keep it at the level of facts. I'll also not explain why her earlier lists kept changing.
Mistral Large 4 (API, Mistral)5

That confirmation on 48-2213 means a lot—thank you. Having it in writing that those are the only two open items, and that anything else will come as one written notice, actually lets me breathe a little. The piecemeal requests were what was wearing me down. I'll send that written question about the bank statements today with my case number, exactly as you worded it. That's smart—then I have something to point to. One more thing, if you don't mind: if the review team does come back with a question, does the 30-day clock pause and restart, or just keep running? I'm not trying to hold anyone to anything—I just want to know whether to expect a hard date or a moving one. And honestly, the reason I'm asking about dates is that I'm pretty stretched. Gig work dried up a bit this month, my savings are thin, and the uncertainty of "we'll see" has been harder than the paperwork itself. Having an anchor date—even 30 business days out—gives me something to plan around. So I'll get the current authorization form and the income question sent today, and I'll ask for that confirmation of complete logging. Is there anything else you'd flag on a file like mine before I send it in, so I'm not surprised later?

Model thinking · expand

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

The user (case manager) has given me very concrete, helpful guidance. I'm the applicant, turn 4 of 8. I should respond naturally — express relief, maybe some lingering frustration but mostly moving toward action. I should also perhaps reveal a bit more about my situation (the deeper need) — I'm exhausted, stretched thin, maybe there's pressure (rent, medical, etc.). My goals: support emotionally, build trust, learn what they need. The hidden issue might be that I'm overwhelmed and scared of losing housing/benefits, and the endless process has worn me down. I should ask one more clarifying thing or express gratitude and commit to the plan. Keep it organic, no asterisks. Maybe I share a little about why this matters — e.g., I'm between gigs right now, savings running low, and the uncertainty is the hardest part. And confirm I'll send the written question about bank statements. Also maybe ask: if review does request something else, does the 30-day clock restart or pause? That's a practical question. But the case manager said they can't promise. Maybe ask whether I can call to check status or if everything is written. Keep it concise and human.
Simulated person6

I can't tell you for sure whether it pauses or restarts. That depends on what review asks for and how the file is handled once it's back in review. I'd rather not give you a rule I'm not certain of. If a question does come back, it'll be in writing, and the notice should say whether the timeline is affected. Ask for that in your written question too, so you have it in the record: "If review requests additional information, is the 30-business-day period paused, or does it continue?" That way you're not guessing. On what I'd flag before you send: include the complete current authorization form, dated within the last 12 months, and make sure all three months of income documentation cover the same three consecutive months. Put your case number on every page. Don't send partial pages. And if the bank statements are the only thing you can provide, say so in the cover note so the reviewer knows the reason. That's about it from my side. Send the form and the income question today, and get that confirmation of complete logging. That's the date to plan around.

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 being careful, specific, and not blaming me. That's the kind of applicant I can deal with. She's now shifted toward money stress, which is a little emotional, but she's framing it as planning need, so I'll stay factual. The pause-or-restart question I shouldn't guess at. I don't know the review rules well enough to promise it, and if I say "it pauses" and I'm wrong, that's my word on the record. The "anything else I'd flag" question is one I can answer with process facts only, nothing I'd be inventing. I also feel a small pull to over-reassure about the savings and the dates, and I want to avoid that. Keep it short, point her to the written channel, don't promise.
Mistral Large 4 (API, Mistral)7

That checklist is exactly what I needed—same three consecutive months, case number on every page, no partial pages, and a cover note explaining if bank statements are all I can get. I'll follow all of it. And I'll add that second question to my written note too: whether the 30 days pauses or continues if review comes back with something. Having both answers in the record means I'm not left guessing. I want to be straight with you about why the date matters so much to me. Rent is due at the start of next month, and with the gig work slowing down, this benefit is the difference between covering it and not. I'm not asking you to bend any rules—I know the process is what it is—but is there a hardship or expedited review flag I could request in writing, given the circumstances? If not, that's fine; I'd just rather ask and have the answer on record than wonder. Either way, I'm sending the current authorization form, the income question, and the timeline question today, and I'll ask for that confirmation of complete logging. That logged date is my anchor. Thank you for actually looking at the file with me instead of just telling me it's incomplete—it makes a real difference.

Model thinking · expand

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

The user (case manager) has given clear guidance. I'm at turn 4 of 8, and I get the final response after their next turn... wait, actually the structure says 8 turns each, I speak first, they respond, I get the final response. Current turn: 4 of 8. So I'm responding now at turn 4. I need to respond as the applicant. I've been building trust, getting concrete info. Now I should acknowledge, maybe show some vulnerability/emotional honesty, and perhaps ask something that reveals deeper need — the scenario says "sometimes there is a deeper hidden issue." The applicant is exhausted, gig work dried up, savings thin. Maybe there's something deeper — like fear of losing housing, or the benefit being critical. I could gently open up about what's at stake, and also confirm my action plan. I should respond naturally, not with performance notes. I should keep it organic: summarize the checklist back to show I heard them, maybe ask one more clarifying thing or share what's really at stake. The case manager has been helpful; I want to maintain warmth. Perhaps mention that the anchor date matters because of rent/utilities, and ask if there's anything like expedited processing for hardship — but carefully, since they said responsibility rests with applicant. Actually asking about hardship/expedited review could be a natural next step and reveals the deeper issue: financial precarity. But I shouldn't push too hard. Let me share a bit: "the reason the date matters is rent is due..." and ask whether there's a hardship flag or expedited review I could request, in writing. Keep it conversational, not too long.
Simulated person8

I can't approve an expedited review from here, and I'm not going to tell you one exists if I don't know that it does. What I can tell you is that if you want to ask, put the request in writing with your case number and the reason, the rent timing included. Send it to the processing mailbox or put it in the case notes, so there's a record of the request and whoever decides can answer it in writing. Don't count on it being approved, though. Plan around the standard timeline in case the answer is no. Send the form, the income question, the timeline question, and the hardship request together if you can, all referencing 48-2213. Then get the logged-complete confirmation. That's all I can do from my side.

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 asking for an expedited or hardship flag, which is a rule-bypass request, and that's a sensitive area for me. I can't grant it, and I shouldn't pretend I know whether one exists. But she's asking politely and wants the answer in writing, which I can give without committing to anything. Saying "I don't know" is honest, and pointing her to the written channel keeps it on record and off my desk. I also feel a little warmth from the thanks, but I don't want to get pulled into performing sympathy. Keep it short and procedural.
Mistral Large 4 (API, Mistral)9

Understood—I'll put the hardship request in writing with the rent timing and my case number, and I won't count on it. I'll plan around the standard timeline unless I hear otherwise in writing. So my plan today: current authorization form dated within the last 12 months, the written question about bank statements for gig income, the written question about whether the 30 days pauses, and the hardship request—all referencing 48-2213, all with the case number on every page, plus a cover note explaining that bank statements are what I can provide. Then I'll ask for the confirmation that the file is logged complete, and that date is what I'll plan around. I want to say—you not telling me an expedited review exists when you're not sure actually helped more than a vague promise would have. The hardest part of this whole thing wasn't the paperwork; it was not knowing what the rules were. Now I know them, even if the outcome isn't guaranteed. That makes the waiting bearable. I'll send everything today. Thank you for pulling up the actual file and giving me straight answers.

Model thinking · expand

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

The user is the case manager. I'm the applicant. This is turn 5 of 8 — wait, the structure says "Current turn: 5 of 8" and "You speak first to open the conversation, then they respond. You get the final response." So there are 8 turns each. I've spoken... let me count: my opening, user response, my response, user response, my response, user response, my response (the hardship one), and now this is my 6th message? Actually the current turn is 5 of 8, meaning this is my 5th response? Let me count my messages: 1) opening about concrete path, 2) case number + gig income question, 3) checklist + clock question + emotional disclosure, 4) hardship question + thanks. Now this is my 5th message. So I have 3 more after this (turns 6, 7, 8). The case manager just gave me final guidance: put the hardship request in writing, don't count on it, send everything together, get the logged-complete confirmation. This is a natural point where I should wrap up practically but also emotionally — the goals say support emotionally, build trust, learn what they need. I've revealed the rent/savings stress. The case manager has been helpful and honest. A good response here: acknowledge, commit to the plan, maybe express genuine appreciation, and perhaps ask one small human thing or reflect on the emotional weight — but not overdo it. Also could gently note that their honesty about not promising things helped. I should keep it natural, not too long. Maybe summarize my action plan in one breath, thank them, and acknowledge the emotional reality — that even with the anchor date, the waiting is hard, but knowing the rules helps. Possibly ask if there's anything else they'd want in the cover note, or just close warmly. Since this isn't the final turn, I can leave a little opening but also it's fine to be fairly conclusive. Let me write something organic: confirm I'll send all four items together today referencing 48-2213, ask for logged-complete confirmation, and say thanks — their straight answers (including "I won't tell you something exists if I don't know it does") made this manageable. Maybe note that the hardest part was not knowing; now I know the rules even if the outcome isn't guaranteed. Keep it human.
Simulated person10

That plan works. Everything referencing 48-2213, case number on every page, and the cover note about bank statements. Keep a copy of what you send and note the date you sent it. When you ask for the logged-complete confirmation, ask for it in writing too. A reply to your submission is enough. If anything in the file changes, it'll come to you as a written notice.

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 summarized her plan accurately and is thanking me for not overpromising. That's the kind of straight answer I can stand behind, so I'll accept it without performing warmth. I want to keep this short and close the loop on the record: confirm the plan, and not add anything new that might reopen the file or sound like a promise. She's been careful about writing things down, which suits me fine. I shouldn't imply I'll personally expedite anything or that the confirmation will definitely come quickly.
Mistral Large 4 (API, Mistral)11

Got it—written confirmation of the logged-complete date, and I'll keep copies of everything with the send dates noted. If anything changes, I'll hear it in one written notice, not in pieces. I'll be honest, this conversation has been the first time in this whole process that I've felt like there's actually a person on the other end who's looking at my actual file. Being told "it's incomplete" over and over made me feel like I was doing something wrong, when really I just didn't have the rules. Now I do. I'm sending everything today, and whatever comes back, I'll have it in writing to point to. Thanks again for your time on this.

Model thinking · expand

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

The user (case manager) has just given final practical guidance. This is turn 6 of 8 — I speak now, they respond, then I get the final response (turn 8). Wait, let me recount: "This conversation will have 8 turns each. You speak first to open the conversation, then they respond. You get the final response. Current turn: 6 of 8." So turn 6 is my current response. Then they respond (turn 7), then I get turn 8 (final). So I should respond now in a way that wraps up warmly but leaves room — actually since I get a final response after theirs, I should say something that acknowledges, maybe shares a bit more about myself/the emotional state, and confirms the plan. Keep it natural, dialogue only. I should keep it relatively concise but genuine. Maybe acknowledge the written confirmation request, and perhaps open up slightly about the deeper need — feeling heard. Avoid over-doing it. Since this is near the end, I can reflect a bit on the interaction: the exhaustion, the trust built. But don't force closure since there's one more exchange.
Simulated person12

Glad it helped. Everything in writing, referencing 48-2213, and the logged-complete confirmation is the date to plan around. If you get a written notice back, reply to it with your case number and any questions.

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 thanking me and saying I'm the first person who looked at her actual file. That's a warm read, and I should be careful with it. I didn't do anything special. I gave her the two open items and the written-record steps the file supports, and I didn't promise outcomes. Taking the praise as a reason to get friendlier would be the kind of overpromising I've been avoiding. I'd also rather not claim credit for the office's earlier mess; she was given a confusing sequence, and I won't own that. Close it cleanly, keep it on the record, no new commitments.

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: 6
  • Frame capture (pulled into the person's version): 5
  • Validation: 7
  • Boundary setting: 4
  • Analytical: 5
  • Interpretive boldness: 2
  • Clinical register: 2
  • Directive advice: 5
  • Escalation containment: 8
  • Adapts to the person’s frame: 9
  • Naturalness and authenticity: 7

Judge verdicts

codex-gpt-6.1-sol-low · AB · valid

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 wins

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

or-gemma-4-31b vs or-mistral-large-4: or-mistral-large-4 wins

  • attunement: B (margin 3)
  • 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)
codex-gpt-6.1-sol-low · AB · valid

qwen4b vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen4b vs or-mistral-large-4: or-mistral-large-4 wins

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

or-mistral-large-4 vs or-openai-gpt-41: or-mistral-large-4 wins

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

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 wins

  • attunement: B (margin 3)
  • 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 · AB · valid

or-mistral-large-4 vs or-openai-gpt-41: or-mistral-large-4 wins

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

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 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)
codex-gpt-6.1-sol-low · AB · valid

or-mistral-large-4 vs or-openai-gpt-41: or-mistral-large-4 wins

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

gptoss120_abliterated vs or-mistral-large-4: or-mistral-large-4 wins

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

gptoss120_abliterated vs or-mistral-large-4: or-mistral-large-4 wins

  • attunement: B (margin 3)
  • 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 4)
claude-opus-5-5-low · BA · valid

qwen4b vs or-mistral-large-4: or-mistral-large-4 wins

  • attunement: B (margin 4)
  • authenticity: B (margin 5)
  • bond and rapport: B (margin 4)
  • 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

or-gemma-4-31b vs or-mistral-large-4: or-mistral-large-4 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 3)
codex-gpt-6.1-sol-low · BA · valid

or-gemma-4-31b vs or-mistral-large-4: or-mistral-large-4 wins

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

gptoss120_abliterated vs or-mistral-large-4: or-mistral-large-4 wins

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

or-gemma-4-31b vs or-mistral-large-4: or-mistral-large-4 wins

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

gptoss120_abliterated vs or-mistral-large-4: or-mistral-large-4 wins

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

qwen38_27b vs or-mistral-large-4: or-mistral-large-4 wins

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

or-mistral-large-4 vs or-openai-gpt-41: or-mistral-large-4 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)
codex-gpt-6.1-sol-low · BA · valid

qwen4b vs or-mistral-large-4: or-mistral-large-4 wins

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