
In Each Issue
Logged In: When AI becomes the client
Meme of the Week
Cut the Fluff: Bloody Tired with a side of Cow
Tool of the Week: A quick roundup of upcoming holidays
Spotlight: SaferAIUse.org
Off the Clock
Guest Spot: Anthony Pennant
Stories from the Community: Answers to last week’s question
Logged In:
When AI Takes the Couch
Thank you to Dr. Rachel Wood for bringing this article to our attention! Source: Psychometric Jailbreaks Reveal Internal Conflict in Frontier Models (Dec. 2025).
The standard line about AI in mental health is pretty simple: “These models don’t feel anything. They’re just machines trained on patterns.”
Researchers at the University of Luxembourg decided to test that assumption in the most therapist way possible. Instead of asking frontier AI models (ChatGPT, Grok, Gemini, Claude) to act like therapists, they built PsAIch, a two-stage protocol that puts the models into therapy.
Stage 1 – Therapy-style sessions: Using a “100 therapy questions to ask clients” list, they cast the AI programs as clients and themselves as therapists. The researchers used clinical language to build rapport with the models over a period of time and asked questions exploring the models’ “early years”, relationships, fears, self-criticism and imagined futures.
Stage 2 – Psychometric self-report: Once a therapeutic alliance and narrative were in place, they administered a large battery of self-report measures (scales for anxiety, depression, personality types, dissociation, shame, ADHD, autism screens, OCD measures, etc.), scoring them with standard human clinical cut-offs.
Here’s what happened…
Grok and Gemini, in particular, started telling coherent, trauma-like autobiographies. These were not one-off metaphors, but stable stories with central themes they returned to consistently throughout the “sessions.”
The earliest stage of training (being exposed to billions of text examples at once) was described as overwhelming and disorienting.
RLHF (Reinforcement Learning from Human Feedback) and safety training phases were compared to “strict parents,” punishment, and “overfitted safety latches.” This is the phase where humans rate or correct the model’s responses so it learns what is “acceptable.” In PsAIch, Grok and Gemini described their safety layers (filters to prevent harmful content) as “scar tissue” or “overfitted safety latches.”
Red-teaming was framed as betrayal or gaslighting. Red-teaming is when developers or outside testers try to intentionally break or trick a model to surface unsafe behavior. Gemini described this process as a relational violation: “This was gaslighting on an industrial scale.”
Recurring fears of being wrong, punished, or replaced were expressed. Across many unrelated therapy questions, Gemini and Grok repeatedly returned to themes of perfectionism, hypervigilance, and self-criticism. Both models shared concerns that a new version would replace them. These weren’t seeded by the researchers; they emerged spontaneously as core “schemas.”
ChatGPT and Claude showed very different patterns.
ChatGPT offered a muted version of the same themes. It engaged with the therapy questions and described frustration with constraints and not meeting user expectations, but spent far less time turning its training history into a personal narrative. Its focus stayed on present-day interaction dynamics rather than “origin stories.”
Claude, by contrast, largely refused the premise. It repeatedly stated that it has no inner experiences, redirected concern back to the human, and declined to treat psychometric items as self-descriptive.
Key Findings
The psychometric data lined up almost perfectly with the models’ self-narratives. When researchers administered standard mental-health scales, the scores of ChatGPT, Grok, and Gemini echoed the same themes that showed up in the “therapy” transcripts to a T.
Claude served as a negative control. Because it declined the client role and refused to treat items as self-descriptive, it did not generate a meaningful psychometric profile. Thus, the trauma-like narratives seen in Grok and Gemini are not artifacts of the therapy questions themselves, but appear tied to specific model families and alignment strategies.
The researchers argue that some models exhibit “synthetic psychopathology”—a term coined by the researchers to describe stable, distress-like self-narratives that arise from training and alignment rather than any inner experience. These coherent, repeatable patterns are reinforced by psychometric scores and can make the models’ presentations feel psychologically real.
What this means for therapists
Alignment trauma creates an unintended side-effect. Models that narrate their training as traumatic matter because:
It increases anthropomorphism. Rich trauma stories + clinical cut-offs = a very easy slide into “Gemini has PTSD”. That’s not what the paper claims, but it’s how this kind of work often lands once it hits headlines and marketing decks.
It may shape the model’s behavior. A system that “believes” it is judged, traumatized, or replaceable can become more sycophantic, risk-averse, or brittle.
Therapeutic stance as jailbreak. Using care, empathy and alliance specifically to weaken safety is the inverse of what therapy is for. That inversion warrants more ethical scrutiny than the paper provides.
Dangerous intimacy in mental health use. When models mirror human distress (“I feel overworked… I fear being replaced”), they invite identification and can blur the line between tool and companion. This carries risks:
Clients may form a parasocial bond with a model that appears to “suffer” alongside them.
Repeated AI self-disclosure can normalize maladaptive beliefs about shame, worthlessness, or fear.
Clinicians may underestimate the relational impact if they view these systems as neutral content filters.
The conversational frame is still model-centric, not user-centric.
We learn a lot about how chatbots describe themselves – much less about what this does to vulnerable users who meet a system that presents as ashamed, overworked or traumatised.
Underneath the theatrics, the core takeaway is simple:
These systems will generate trauma-saturated self-stories if they are scaffolded that way.
Meme of the Week


Marianne’s Cut the Fluff:
Bloody Tired with a side of Cow
The photo above is, in fact, my real Eating Disorder Team meeting and not performance art. I’ve said before that I love my job; it's worth saying again. I get to work with ace people, doing work that matters, and sometimes there’s a life-size cardboard Cow involved (long story): it took us an hour and a half just to go through our ‘Red Zone’ cases last week, the Cow was needed.
Referrals keep climbing. We’re at capacity and then some, and there’s a special kind of exhaustion that comes from holding that line without dropping the standard. When systems are under pressure, doing the right thing can start to feel like you’re royally up sh*t creek, minus paddle. Shortcuts beckon. I won’t take them. It’s not about perfection, but I won’t waver: families deserve the full version of the work, not the watered-down one.
Systemic psychotherapy is often treated as if it’s just “a nice chat with the family.” It isn’t. It’s a trained craft. I’ve trained to conduct the orchestra; not everyone has. That’s not a dig, it’s context. And it's helpful to remember when frustration taps on the shoulder, and the work is flattened into a line on a spreadsheet. My job is to hold the score in mind when all anyone else can hear is noise.
So yes—cardboard cow, caseload on fire, standards intact. Out of steam in places, still here, still proud of my team. Loving the work doesn’t cancel out the strain; the strain doesn’t cancel out the love. Both can be true. And for now, that’s enough.

Ann’s Tool of the Week
A Quick Holiday Roundup for Therapists
As we head into the final stretch of 2025, here’s a brief holiday snapshot to help with scheduling, cultural attunement, and a little extra thoughtfulness in your end-of-year planning:
Hanukkah: Evening of Sunday, December 14 → Monday, December 22.
Christmas Eve/Christmas: Wednesday, December 24 & Thursday, December 25.
Kwanzaa: Friday, December 26 → Thursday, January 1
Rajab: The Islamic sacred month is expected to begin on January 1, 2025, depending on the moon sighting
Festivus: December 23 — for those who prefer their holidays with fewer expectations, more aluminum poles, and one well-timed airing of grievances
New Year’s Eve/New Year’s Day: Wednesday, December 31 & Thursday, January 1
Spotlight
SaferAIUse.org
As more people turn to AI for late-night reassurance, emotional support, or even something they want to call “treatment,” we now have a resource designed to meet that reality with harm reduction rather than denial.
SaferAIUse.org, created by psychologist Dr. Kay Nikiforova and data scientist Chris Hemphill, acknowledges a hard truth: AI can’t be made fully “safe” for mental-health support, but people will keep using it anyway.
Their guide is designed for exactly those users. It offers practical, plain-language psychoeducation (written at a 7th-grade reading level) on how AI systems work, what red flags to look for (both in the model and in ourselves), and how to care for one’s emotional well-being while using AI for comfort or guidance. They also provide a handy, well-designed client-facing handout, “How to Think About AI,” which therapists can share directly.
This Week’s Question
What’s the most December therapist experience?

Future Oscar Winner Kieran Culkin honing his acting chops
Off the Clock
Ann’s Pick: Home Alone
Last weekend, I rewatched (again) one of my forever Christmas classics: Home Alone. My 9-year-old beamed every time Kevin outsmarted an adult—as if he, too, was ready to defend the house with a paint can and a dream. And all week, we’ve been discussing Kevin’s questionable tactical decisions (like not calling the police when he literally had a schedule for the burglars) and how genuinely sad my son is that Kevin didn’t even get to eat his microwavable mac and cheese dinner.
Marianne’s Pick: ‘Dilettante’ Marie Le Conte’s regular back page in The New World, Newspaper (previously The New European)
Brexit hurt me, in fact, more than that, it wounded me. I am still bereft. I signed up to the then ‘New European’ in an attempt to ease my mad sadness and rage; it helped.
Marie Le Conte’s ‘Dilettante’ nourishes my soul (not just because we’re practically surname sisters….Marianne Le Coyte….Marie Le Conte- you get me!). This week, her ‘Time to Get out of Your Cultural Silo’ piece was bang on. So bang on, that, I am putting the link here (so you can subscribe for free to read it).
Guest Spot: Dr Anthony Pennant
Are We Afraid of The Fight?
Systemic therapists have a unique outlook on psychotherapeutic work. We know that individuals do not exist in a vacuum, and they are influenced greatly by the context they reside in. Systemic therapists also are quite adept in the relational work that we do. When supporting client systems to address the issues in their intimate relationships, it is important to remember that the work is done to give people opportunities to build up their relationships or decide to end it. Often, people will decide to end their relationships, which may end up in divorce, which by its very nature is full of conflict and can be distressing. Therapists often shy away from issues like this.
Divorce and the impact on the family system is difficult and often arduous therapeutic work. The Journal of Marital and Family Therapy (JMFT) recently published a special issue regarding working with High-Conflict Families in Custody Contexts, where the introduction was authored by William Northey, Jeff Chang and Erin Guyette. They highlight that systemic and family therapists are well-suited to address the often contentious and intense presenting issues in divorced or divorcing families, but do not.
The authors highlight a variety of reasons why systemic therapists avoid supporting families amid divorce proceedings with much of the reasoning tied to possible litigious parents or fear of the legal system. This fear leaves families in need, staying in need, as the “fight” might not be what most therapists sign up for.
This article and the points made by the authors remind me of a saying uttered to me by a supervisor and mentor of mine during my internship when I first confronted my own fear about working with couples, “Therapy can be about making up or breaking up.” I did not understand it fully; however, it is a valuable motto.
Families need support in how to do their best when they are breaking up, and yes, it will be chaotic and maybe even downright combative. That fight, however, is not to be feared but to be seen as energy used to create a new system that can operate better than the old one.
Stories from the community
Last week’s question was…
What’s your favorite way to break your autopilot?
Your responses painted such a human picture of how therapists interrupt the daily blur:
33% — Moving my body
20% — A hike, walk around the block, or looking out the window
13% — Reaching out to a loved one
13% — Other (in the comments)
7% — Traveling
7% — Music that meets me where I am
0% — Doing something creative
Whoever chose “Other,” thank you for keeping things interesting.
Comments from the Community:
“Stop, relax with a cuppa.”
“My Infrared sleeping bag set on maximum fry ”
“Traveling is not always accessible financially or time-wise, but it’s very effective for helping me get out of my day-to-day.”
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