Sixteen Questions
A life in labels.
Before there were labels, there was a kid.
Athletic. Gifted - that was the word on the paperwork, the one that put me in a magnet program for engineering, science, and technology, the kind of place they send children they expect things from. That was the file. That was what the adults around me had written down about who I was going to be.
The first label I ever carried was a compliment. Remember that. It matters later.
I was eight when my family came apart, and it came apart badly.
This is the record of every label that arrived after that, in the order it arrived, and what each one cost. I am writing it because I have spent forty years being described by people who were describing something real and explaining nothing - and because I have finally worked out what all the labels have in common.
The label that wasn’t mine
The next one wasn’t even about me.
I spent the decade after eight watching a family member move in and out of mental health facilities. This was the nineties. Those places were desperate - understaffed, underfunded, built more for containment than for care - and a child sitting in those waiting rooms learns things that don’t appear on any intake form.
He learns that a label travels. It attaches to a person, and then to the house, and then to everyone who lives in it. He learns to watch adults for the early signs of a bad day, because the early signs are the only warning anyone gets. He learns to be no trouble.
Nobody wrote that down. There was no code for it, no screen, no pathway. A child adjacent to psychiatric crisis for ten years is simply a child with an address.
Seventeen
At seventeen a car accident nearly ended it.
Eleven broken ribs. An exploratory laparotomy that took my spleen. Postoperative pain that reorganizes a person around it. And I was already carrying something the surgery had no view of - a childhood of absence and loneliness that had been running for nine years by then.
So they gave me opioids. It was the era; the market said they were safe and the market was catastrophically wrong. And the predictable thing happened.
Here is what the research says about children like the one I was. In the original Adverse Childhood Experiences study - the Kaiser Permanente work led by Vincent Felitti and Robert Anda, which first quantified how childhood adversity tracks into adult disease and addiction - people reporting four or more categories of childhood adversity carried a four - to twelve-fold increase in risk of alcohol or drug abuse problems. Each additional adverse experience raised the likelihood of initiating illicit drug use by two - to four-fold. Among people in treatment for addiction, the share reporting at least one adverse childhood experience runs from roughly 85 percent to 100 percent. Felitti later put the population-attributable risk - the share of illicit drug use traceable to childhood adversity - at about two-thirds.
None of that was measured in me. Not at eight, not at seventeen, not in the hospital, not after. There was no room on the form.
What there was room for was a diagnosis of what happened next.
Drug addict
That was the next label, and it erased the first one.
I dropped out of high school. The magnet-program kid became a statistic, and the file was rewritten in a single word.
Notice the mechanics. A gifted student is in a car accident, receives a class of medication that a generation of American medicine got badly wrong, and becomes addicted at seventeen while carrying a decade of unmeasured adversity. The label recorded is addict. It describes the endpoint accurately. It describes the pathway not at all.
That is the first thing every label in this essay has in common. Each one is true about the surface and silent about the cause.
Eighteen
Then came the depression, which was not mysterious. I had lost my health, my track, my future, and most of my standing, all inside a year.
At eighteen I sat with a psychiatrist. There were questions. There was a diagnosis. There was a prescription.
I am not going to adjudicate my own chart in public - I don’t have the standing, and neither does anyone who has only read this essay. What I will say is what I have lived: the medications I was placed on as a teenager never worked the way they were advertised, across the entire span of my adult life. And the diagnosis attached that year has followed me into every room since.
Sixteen questions
Two instruments dominate the front door of American mental health care. The GAD-7 measures anxiety in seven items. The PHQ-9 measures depression in nine. Add them: sixteen questions.
These are good instruments. They are fast, validated, free to use, and genuinely useful for finding people who need a closer look. That is not the problem.
The problem is what they are asked to do next. Sixteen questions get administered in a short appointment, and the answers frequently produce a prescription that runs for years. In the United States, primary care providers write roughly four out of five antidepressant prescriptions. The median duration of antidepressant use in this country is about five years. The median duration of the randomized trials that constitute the evidence base for those same drugs is eight weeks - and almost none of those trials ran past a year, monitored withdrawal, or included a taper protocol. Long-term use has climbed steeply: the share of American users taking them for a decade or more nearly doubled between the late 2000s and the mid-2010s, from about 14 percent to about 25 percent.
Eight weeks of evidence. Five years of use.
So let me do something I have never done in public. Both instruments open the same way - over the last two weeks, how often have you been bothered by the following problems? - and offer four answers: not at all, several days, more than half the days, nearly every day.
I am going to answer all sixteen the way I should have during the years my heart was at its worst. And after each honest answer, I am going to write the thing the form has no field for.
The GAD-7
1. Feeling nervous, anxious, or on edge.
Nearly every day. My heart could enter a rhythm that required a hospital, at any hour, with no warning I ever learned to read. The form scores this as anxiety. I called it paying attention.
2. Not being able to stop or control worrying.
Nearly every day. There was nothing to control. This was not a loop I was choosing - it was a body running threat detection on itself, because the threat lived inside the housing and there was nowhere to go.
3. Worrying too much about different things.
Nearly every day. “Too much” assumes there is a correct amount. I had a rare structural heart disease, a young daughter, a mortgage, and quotas to meet. Name the amount.
4. Trouble relaxing.
Nearly every day. Relaxing is what you do when the room is safe. I had not assumed a room was safe since I was eight years old, and once the arrhythmia arrived, the room came with me. The vigilance that made me the top producer on every floor I ever worked is the same vigilance that would not let me sit down in my own house.
5. Being so restless that it is hard to sit still.
More than half the days. Sitting still is when you notice your own pulse. I kept moving so I would not have to hear it.
6. Becoming easily annoyed or irritable.
More than half the days. I was eighty pounds heavier than I am now, on six medications, sleeping badly, and losing my memory in front of people who had decided it was a character flaw. Yes. I was irritable. So would you be.
7. Feeling afraid, as if something awful might happen.
Nearly every day. Something awful did happen - repeatedly, without warning, to my own heart. The form scores this as a symptom. For ten years it was an accurate forecast.
The PHQ-9
1. Little interest or pleasure in doing things.
More than half the days. Everything I had left went to my work and my daughter. Pleasure is what you feel with the energy that remains, and nothing remained.
2. Feeling down, depressed, or hopeless.
More than half the days. I had a lifelong diagnosis, no ending in sight, and the people closest to me had decided it was not real. Yes to all three words.
3. Trouble falling or staying asleep, or sleeping too much.
Nearly every day. Lying down is the position in which the heart is loudest. I learned to dread it.
4. Feeling tired or having little energy.
Nearly every day. Eighty extra pounds, three cardiac medications, three psychiatric ones, and a nervous system that had not stood down in years. This one the form gets exactly right. It just files it under depression.
5. Poor appetite or overeating.
Nearly every day. I ate the way I worked - for relief. It cost me eighty pounds, and I have taken every one of them back off since the rhythm quieted, which tells you plainly what was driving it.
6. Feeling bad about yourself - or that you are a failure, or have let yourself or your family down.
Nearly every day. I was missing my daughter’s childhood from inside the same room as it. No credential, no diagnosis, and no score explains what that does to a man’s opinion of himself.
7. Trouble concentrating on things, such as reading the newspaper or watching television.
Nearly every day. This is the one that broke me. The fog was thick enough that I could not hold what someone told me an hour after they told me, and people who knew about my heart looked me in the eyes and asked whether I seriously could not remember. I could not. The form reads this as a symptom of depression. It was the load.
8. Moving or speaking so slowly that other people could have noticed - or the opposite, being so fidgety or restless that you have been moving around a lot more than usual.
Both, in the same week. Slow when the medication and the exhaustion won. Restless when the fear did. The form offers these as opposites. In my body they took turns.
9. Thoughts that you would be better off dead, or of hurting yourself in some way.
I am not going to answer this one on a public page, and I want to be clear that the refusal is my answer rather than a dodge.
What I will say is what I have said before: I gave up hope. Hopelessness and this question are not the same thing, and I am not going to blur them for effect - anyone who has been near either one knows the difference.
And here is where I stop arguing
Question nine is the one item on either instrument that should never be reframed, reasoned with, or explained away - including by me. Every other question on this list describes something that had a cause, and my entire complaint is that the form has no room for causes. Question nine is different. Whatever produced it, however completely it can be traced, a yes there means the conversation stops and care begins immediately.
That is not an exception to my argument. It is the proof of it. Question nine is what a screening instrument is for: one question, asked plainly, that triggers everything. The failure I am describing is that the other fifteen get treated the same way - as verdicts that close an inquiry - when every one of them is an invitation to ask a second question that too often never comes.
What the score found
Add up my answers and you get a number. It is severe on both instruments. I have never once disputed the number.
Now tell me what it found.
It found a man who was anxious, exhausted, sleepless, and afraid. It did not find the eight-year-old in the waiting room. It did not find the eleven broken ribs, or the spleen, or the drug that came after. It did not find the ten years of a heart that could go off without warning, or the memory that went with them, or the daughter growing up on the other side of the fog.
It found every adaptation and not one adversity.
Sixteen questions, and not one of them is why.
The flattering ones
Strangely, the labels turned favorable, and they cost me too.
Genius. Savant. Wizard. Smartest guy in the room. I heard these for decades, in workplaces where I outperformed people who had every credential I lacked. I have been at the top of a sales floor of more than a hundred people. I have led in nearly every professional role I have held.
Wizard I can trace exactly.
I was the administrator of a de novo joint replacement practice - one built from nothing. Like me. I had helped build its website before I ever ran it, and I had spent years before that running patient lead-generation funnels in chronic pain. So I did not do the job the way the job is usually done. I negotiated the insurance contracts at inception. I built a seminar marketing program end to end. I filled rooms with people looking for a way out of pain.
And one afternoon I watched a patient dance in our waiting room.
He had not been able to do that in years. I had found him - a specific person with a specific problem - and routed him to the right team, and the surgeon did what surgeons do, and there he was. My part in it was small. It is still one of the proudest things I have been part of in healthcare, and I remember thinking that if I could do only that, over and over, for the rest of my life, I would die a happy man.
They called it wizardry because not many administrators had those tricks in the bag. It was not wizardry. It was carrying pieces across domains and assembling them into something the role doesn’t usually contain.
I have only recently understood that this is simply how my mind runs. It connects. One of my favorite founder stories in technology is Anatoly Yakovenko’s: thirteen years at Qualcomm on wireless and distributed systems, where keeping clocks in sync across machines that cannot trust one another is an old and well-understood problem - and then carrying that one insight into an entirely different field and building proof of history, and Solana, out of it. Different domain. Same motion.
The last nickname arrived late, and it arrived at the worst possible time.
By 2024 I was working in device distribution, and 2024 was the height of it - the year the fog was thickest, the year I could not hold a conversation in my head an hour after having it. That is when people started calling me MattGPT. They wanted to know what I would say in a given situation, so they asked me before they said it themselves.
My memory was failing in front of colleagues, and they were naming me after a machine that remembers everything.
That nickname lands closer to the truth than wizard did, and it has a much longer history.
Early in my career a mentor taught me a structure - what I now call the C²PS framework: credibility, commonality, problem, solution. Show that you have done the work. Find the ground you actually share. Name the problem at full size, without shrinking it into something more comfortable for either of you. And then - only then, never before - offer the solution, or become it.
I have run that framework in every role I have held, in every domain I have worked, and I will say plainly that it is the reason for whatever success I have had.
At the spine surgery center I was the most disciplined consultant in the building. I did not improvise, because improvisation destroys attribution - change the words and you can no longer know what worked. So I ran the script, measured, changed exactly one thing on purpose, and measured again. Parts of the company script were eventually rewritten to include things I had said. I knew which parts. I had put them there deliberately.
What six years of that loop taught me was not sales technique. It was that pain speaks differently through different people, and that the words somebody reaches for tell you which pain they are carrying and what they are prepared to do about it. One person says they cannot lift their grandchild. One says they cannot work. One says nothing at all, and waits to see whether you are worth telling.
That resonated with me in a way I could not account for at the time. I understood pain intuitively. It never once occurred to me to ask why.
I came out of a math background and an engineering and technology magnet program and ended up a top-performing sales consultant across several domains of healthcare. That is not an ordinary track. It looks like a swerve. It was not. It was a child with no credential discovering that the only asset he had left was language - and then studying language the way he would have studied engineering. As a system. Inputs, structure, measurable output.
Nobody ever asked why my mind does that. They just handed me a word for the surprise.
And I never once believed it, because underneath the compliment was a gap I could not close: the confidence people had in me never matched the paperwork behind me. No degree. A derailed track. Impostor syndrome isn’t quite the right phrase for it - the phrase implies the impostor is imagined. Mine was documented. I could produce the transcript.
The nickname MattGPT turned out to be funnier than the people who gave it to me knew. Geoffrey Hinton built what he calls the first little language model in 1985 - roughly a thousand weights, trained on a hundred examples, learning to predict the next word. He describes today’s large language models as its descendants. Nineteen eighty-five is the year I was born.
Here is what took me forty years to see. The flattering labels and the damning ones are the same gesture. Genius and addict do identical work: they file a person so the filer can stop looking. One files you high, one files you low, and neither requires anybody to learn a single thing about how you got here.
A handle is easier to hold than a person.
The one that costs now
The label that costs me most today is the newest and the most casual.
Delusional. He’s making it a bigger deal than it is. That’s the mental stuff talking.
This is what usually arrives when I am critical of the medical system - and it arrives most reliably when I am correct. Once a person carries any psychiatric history, every subsequent perception can be unlocked with that history and thrown away. My grief about my heart. My fear before a procedure. My read on an incentive structure I spent a decade inside.
We have all learned clinical vocabulary and almost none of us have learned clinical restraint. Get upset that people aren’t listening and somebody reaches for narcissistic. Show fear of loss and a need to control an outcome that genuinely carries risk, and somebody reaches for borderline. These are real conditions, diagnosed by trained people over time using far more than a hunch - which is exactly why the casual version is so corrosive. A clinical word used as a weapon in a family argument carries all the authority of medicine and none of its obligations.
When I see risk, I move on it. Because in my life, every single time I failed to act on a risk I saw, it cost me something I could not get back.
Let me give you the clearest case I have.
Years ago I worked for an organization that thought I was brilliant, and they were not wrong about the performance. Three months in, they were asking me to run the franchise.
I declined, and then I left. I left because of things I saw that I could not stay inside of - and I am going to stop the description right there, permanently and on purpose. Other people are pursuing a remedy for what happened. I gave them everything I knew, freely and for nothing, and their outcome is worth more than my vindication. I am not going to risk the first to obtain the second.
When my family learned I was walking away from that title and that income, nobody asked what I had seen. I was told I was making it bigger than it was. That I was doing what I always do.
Earlier this year, a class action was filed.
A filing is an allegation, not a verdict, and nothing has been decided by anyone. But I no longer have to wonder whether what I saw was real. And I have thought more than once about the other version of my life - the one where I took the title instead of the door.
There are others. Many more of the same shape, and I am not going to tell those either.
The shape never changes. I see something early. I say it. I pay for saying it. And then, later, the thing I saw turns out to have been there.
What I want you to understand is what that does over twenty years - not to a career, which survived it, but to the room I go home to.
You would think that being right would accumulate into credibility. It does the opposite. The cost of leaving is immediate and visible to everyone. The vindication arrives late, quietly, and to nobody’s attention but mine. What the people closest to me saw was a man who kept walking away from good situations. What they did not see - because it came a year or three later, and never with an apology attached - was the part where the thing I left turned out to be exactly what I said it was.
So the ledger never balances. The blame lands on schedule. The proof arrives late.
Being early is indistinguishable from being wrong, right up until it isn’t. And by then everybody has stopped watching.
That is what the label costs. Not my feelings. Not the money. Delusional. He’s making it a bigger deal than it is. These are not descriptions of a person. They are instructions to stop looking.
Sometimes there is something there.
The worst version
The worst application of the label came in the year I got better.
After the ablation, ten years of chronic load lifted at once. The fog cleared. The vigilance stopped. I had energy I had not felt since my twenties and a joy I could not explain to anybody, because I did not yet understand that what I was feeling was the absence of something rather than the presence of it. I had carried a weight so long I had mistaken it for my own body, and when it came off I was, by any fair description, elated.
I spent thirty days in a residential facility that year. I learned real things there, and I do not regret going.
I also saw things I have not been able to unsee - vulnerable people in a place they had been promised was safe, inside an operation that struck me as organized around reimbursement more than recovery. And I was put on a medication by a nurse practitioner who did not have my cardiac history in view and should not have been making that call for a heart like mine.
I reported what I saw.
Now look at what happened to the report. A man carrying a decades-old psychiatric label, presenting with elevated energy and joy he could not account for, saying that a treatment facility was harming patients.
You can see how it was read. It was the easiest available reading. My account was not evaluated. It was diagnosed.
Nobody had to be lying for that to happen, which is exactly what makes it a structure and not a villain. The chart was right there. The presentation fit the chart. And the fastest way to metabolize an inconvenient report is to reclassify it as a symptom of the person making it.
The one that helped
And then, at forty, one of them landed differently.
After the rhythm quieted, I went to rehab. It was the first time in my entire life that I was made to take my foot off the gas - and it was the first time anyone had ever used the word trauma with me about my own life. Forty years of events, and nobody had ever named the category they belonged to.
Then I started seeing a therapist, and we worked for months.
After many sessions - not sixteen questions in one appointment, but months of a professional actually looking - she told me she believed I was highly neurodivergent, and likely somewhere on the spectrum.
I have thought about that a great deal since. One of my closest friends used to call me The Accountant, after the Affleck film, and he meant it with affection. He had been describing the same thing for years without having a word for it.
For four decades, every framing I had been handed carried the same load-bearing assumption: that something was wrong with me. Disorder. Deficit. A defect to be corrected, medicated, or managed. My therapist was the first person in forty years to tell me that nothing was wrong - that I was simply different. And then, which is the part that actually mattered, we spent months working out what that meant.
So let me correct something I implied earlier.
The problem was never the vocabulary. Neurodivergent is not a better word than bipolar. What made it different was everything standing behind it: someone who did the looking before she did the naming, who offered the name as a beginning instead of a verdict, and who stayed in the room afterward to find out what it meant.
That is the entire distinction. A label handed down after sixteen questions closes an inquiry. A label arrived at together, over months, opens one.
What every label left out
The instrument is not the exception. The instrument is the template.
Sixteen questions found every adaptation and not one adversity - and so did every label that arrived the same way, which is to say nearly all of them. That is the thing they have in common, and it took me my whole life to find it.
Pattern-hunger, from a house that had to be forecast. Language, because the credential was gone and words were the only asset left. Vigilance, from years of watching for early signs. And the big one, still running today: I protect myself from loss by achieving.
That is why the top of the sales floor never felt like the top. A hundred people behind me and I still went home nervous, because the achievement was never about winning. It was insurance. My childhood was loss - a family that split, a family that was small to begin with and got smaller. When your foundational experience is that things you love get removed without warning, you learn to build a surplus of reasons to be kept.
That is not a disorder. That is arithmetic. I did the math on my own survival, the answer came back be necessary, and I have been paying that invoice for thirty years.
Call it bipolar, call it addict, call it genius, call it a chip on my shoulder. Every one of those describes the adaptation. Not one contains the adversity - unless somebody bothers to go looking, and almost nobody does. A symptom read as a cause isn’t a diagnosis. It’s a mislabel in a professional font.
Which brings me back to the word my therapist used.
I know what neurodivergent carries. A lot of people believe it has become a permission slip - a way to convert ordinary awkwardness, or ordinary bad behavior, into a category nobody is allowed to question. I understand that suspicion. I don’t think it is unreasonable. A word that explains everything explains nothing, and a word that arrives with no evidence behind it is doing exactly the lazy work this entire essay is complaining about.
So here is what I mean when I use it, and it is not an excuse. It is compression.
The long version is everything above. Adversity starting at eight and running, more or less without pause, until forty. It shaped what I attend to, what I predict, what I notice first in a room, and what I cannot stop noticing once I have. The vigilance is not a personality trait. It is calibration. It was installed under conditions I did not choose, it did its job, and it does not switch off because the conditions changed.
That is a long thing to say to somebody across a table. My wiring is different takes two seconds.
So yes - it is a shorthand, and shorthands are the exact thing I have spent this essay warning you about. Which is why I owe you the long version, and why I have just spent this many words handing it over.
If anyone wants to debate the wiring, that is fair.
I have given you the diagram.
Why this is the work
In 2025 I watched Geoffrey Hinton give a lecture on the risks of the thing he helped create.
What stayed with me was not the argument. It was his face. I saw a man who looked genuinely worried about what he had built.
I knew that look. It is what somebody looks like when they have seen a structure clearly, cannot unsee it, and understands that saying so out loud is going to cost him something.
Well after colleagues started calling me a language model as a joke, I went to work with the real ones. That is when I moved. Here is why the work looks the way it looks.
The most serious error in my own research - documented, preserved in the packet, and disclosed to every reviewer I have sent it to - was a labeling failure. A number was real. The arithmetic behind it was reproducible. And the name attached to it was wrong, which made the entire interpretation wrong in a way that looked completely polished until somebody tested it from a different direction.
I caught it. I classified it. I kept it in the record on purpose, with a note asking reviewers to hunt for more like it.
I don’t think that is a coincidence. A man who spent forty years being confidently mislabeled built a discipline whose entire purpose is catching confident mislabels. The wound and the method turned out to be the same organ.
I should say plainly what the urgency is, because it is not ambition.
Everything I have built, I bootstrapped. There was never a fund behind me, never a credential, never a floor. And my heart is still an issue. I won’t be driving again. That is not a bid for sympathy - it is a fact about my life now, and it is the honest reason this work moves at the speed it moves.
Fearless is not a description of me. It is a description of an adaptation. The child who learned at eight that things are taken without warning became a man who cannot leave a thing unfinished, and the vigilance that cost me a decade of memory is the same vigilance that does not allow me to set things down.
I am not going to pretend the clock isn’t there. I am also not going to pretend the clock is what makes the work good. The work is good because it is checked - and it is checked because I know exactly what a fluent wrong answer looks like.
So call it conviction if you want. I would rather you call it what it is: a man with a structural heart condition and a rhythm that is not finished with him.
That is not fearlessness.
That is somebody who has read the diagram and is working anyway.
So here is what I would ask, of anyone, about anyone.
Before you reach for the handle - ask what it cost the person to become the thing you are about to name. Ask what the label leaves out. Ask whether you are opening an inquiry or closing one.
I don’t need a better label. I have a name.
If any of those sixteen questions landed harder than you expected: 988, by call or text, in the US. It is not a weakness to use a number.
— Matthew J. Adams
ad astra per aspera