trafficking research

Copal Against the Record, or the Joke on the Way Out of the Room

or: I ran the same forty-one sources on the last of the five and the brief has no sentence about a single thing she is made of, and the reason the literature cannot see her turns out to be the same reason I gave her eleven thousand words and no book.

Copal Against the Record, or the Joke on the Way Out of the Room

This is the fifth pass of the same exercise, and the last. Claude and I built Psychological Markers in Trafficking Victims, 2000-2025, forty-one graded sources with an explicit confidence level on each key judgment, and I have been using it to grade my own fiction. Rocket departs from the record. Blondie is misattributed by it. Babydoll is scored correctly by it. Marigold is scored correctly for a cause it cannot reach.

The fifth one broke the method.

Her name is Copal, born Marisol Ayala in the highlands of eastern El Salvador, of Cacaopera descent. She is the smallest woman in a house of six and the one the other five go to. She reads emotional states directly and accurately. She is nineteen, the oldest of them in mortal years, she has been dead since January 2024, and she is the least written of the five by a distance nobody intended.

Here is the finding. The record does not contain her. Not a wrong answer, not a right answer for an unreachable cause. An empty set.

Across all forty-one of those sources and roughly a hundred and ninety-four thousand characters of brief, there is no sentence about traumatic grief, no sentence about asphyxia, no Central American sample of any kind, nothing on religious coping, nothing on humour, nothing on survivors who become caregivers, nothing on post-traumatic growth, and no measurement anywhere of survivor guilt as a thing in its own right. Eight axes. Eight absences.

And the absence has a cause, and the cause is inside the character rather than inside the literature. She takes other people’s states in involuntarily. She has never spent a motion she did not have to spend. And when attention turns back on her, she ends the transaction with a joke on her way out of the room.

That one behaviour produces three separate silences. The house does not turn toward her. The literature does not contain her. And I gave her 11,705 words against Rocket’s 132,857.

The Empty Set

Start with what the brief is, so the size of the hole is legible.

It went back through a verification pass that revised four of those eight judgments, which is to say it is a document that argues with itself and loses. It is the best thing I have for this purpose. It has nothing whatsoever to say about Copal.

Her brother suffocated against her leg in a sealed truck. The word grief does not appear in the brief in any clinical sense, no bereavement construct appears anywhere in it, and across forty-one graded sources there is no prolonged grief, no traumatic grief, no complicated grief and no mourning of any kind. Not one.

Fourteen or more people were in that truck and some of them stopped breathing. There is nothing in the brief on asphyxia, on enclosed-space trauma, or on transit conditions as an exposure.

She is Salvadoran. The non-US samples in forty-one sources are Moldova, Cambodia, Thailand, Vietnam and the United Kingdom. Not one Central American sample.

One honest caveat, and it is the only softening this figure gets: Baldwin, Fehrenbacher and Eisenman interviewed twelve women trafficked into Los Angeles County from ten countries, and the paper does not name them. A Central American may be sitting inside that n of twelve, uncounted and unreported. That is the whole of it. One possible woman, nameless, in a qualitative study of twelve.

She chose her own name out of what tree resin does with the past. Nothing in the brief addresses religion, spirituality or faith as coping. Her humour is the blackest in the house and is load-bearing to how she functions. Nothing on humour. She is the sanctuary’s emotional anchor and spends her existence easing other people. Nothing on caregiving, helper roles, or survivors who become the people who help.

None of those are unstudied fields. Religious coping has had a validated instrument since Pargament, Koenig and Perez built the RCOPE in 2000 on 540 students who had been through a serious negative life event and 551 hospitalised adults, and the short form has since been pooled across thirty studies and 5,835 people. Humour has an experimental literature, which I will come back to. Caregiving after victimisation has one too, and it gets its own section.

They are absent from this brief. They are not absent from the world. The distance between those two sentences is the only reason this article can be written at all.

Guilt is the closest the brief comes, and it does not come close. The word appears exactly twice, both times as a subordinate clause inside something else: once inside the ICD-11 definition of Complex PTSD, where negative self-concept arrives “accompanied by feelings of shame, guilt or failure related to the traumatic event,” and once inside the trauma-bonding literature, where victims are described as self-blaming for the punishment half of an intermittent-reward schedule. Nobody measured it. Nobody gave it a number.

One more, and this one stings because it is the brief at its best. The single strongest candidate for anything resembling a trafficking-specific marker in the entire document is somatic: Ottisova, Smith and Oram found somatic symptoms in about two thirds of trafficked children against ten to eleven percent of non-trafficked children. The brief flags it as the finding that would move its central assessment if it replicated. I cannot score Copal on it. Across seven point-of-view chapters I never once wrote her a body in distress.

The document’s best question, and the character offers it nothing to test. I never gave her a body that hurt.

The Boy Is In A Different Dataset

He was seventeen. He gets four sentences, in one scene, and they are the whole of him.

“My brother was seventeen. He carried my shoes when the blisters broke. Told me I’d see snow someday. Said the border was just a little farther.”

“I kept telling him to breathe slower. Save the air. He kept whispering that we were going to make it.”

“Then he stopped whispering.”

“His head was on my lap. I thought he was asleep. But his lips were the color of bruises, and his eyes had gone somewhere I couldn’t follow.”

He is not named. He is not mentioned again in any chapter of any book I read.

Now hold that against the apparatus, because he is not uncounted. He is counted, carefully, by an operation built for exactly that purpose. The International Organization for Migration’s Missing Migrants Project has recorded deaths on migration routes since 2014, compiled from medical examiners, coroners, sheriffs and coast guards, and it holds 6,761 dead or missing on the United States and Mexico border crossing alone.

In southern Arizona the counting gets granular. The Arizona OpenGIS Initiative for Deceased Migrants, run by the Pima County Office of the Medical Examiner together with Humane Borders, holds 4,505 people who have died crossing the Arizona borderlands since 1981, each of them placed on a map at a coordinate.

So there is an apparatus, it is meticulous, and it has no psychological instrument anywhere in it. The IOM says plainly that its totals are a minimum. Of the 4,505 in the Arizona file, 1,645 are still unidentified.

It counts the dead, frequently cannot name them, and has no question at all for the sister who walked out.

Meanwhile the trafficking literature is the one holding all the questions, and it has no entry for him. He is not an outcome in any dataset in the brief, because he never reached a destination, never entered exploitation, and died in a vehicle before anyone could file him as anything but a body. He is an exposure his sister carried out of that truck, and the brief does not contain the category.

There is a diagnosis for it, and it is in the same classification system the brief leans on for Complex PTSD. The World Health Organization added Prolonged Grief Disorder to ICD-11 as code 6B42: a persistent and pervasive grief response, longing or preoccupation, “accompanied by intense emotional pain,” persisting for an atypically long period and “markedly exceeding expected social, cultural or religious norms for the individual’s culture and context.”

It is not a rare outcome after a death of this kind. Thieleman, Cacciatore and Frances assessed 1,137 bereaved people and found 34.3 percent meeting criteria overall, rising to 46 percent among those bereaved by homicide or suicide. That sample is self-selected and skews female and white, and the authors say so, and it is still the kind of number that should appear somewhere in a document about what happens to people after a violent loss.

The brief quotes ICD-11 at length. It reproduces the Complex PTSD criteria in full, all three disturbances in self-organisation, word for word. And it never once walks two doors down the same corridor.

That is not the brief being careless. It is the brief being scoped, by me, to trafficking psychology. Which is a point I will come back to and which does not flatter me.

He is counted precisely by people who will never ask what it did to her. She is counted by nobody at all.

Disclosure As A Joke

Five of them are sitting in a rented house on Waverly Street working out how to live together without setting each other off. Each girl names her own thing. Copal takes her turn.

“Bathrooms,” Copal said, taking the baton without ceremony. “I’m fine in them. It’s people standing behind me I can’t do. Anywhere. Kitchen, sidewalk, church. If you’re behind me and I don’t know it, I will put you through a wall before my brain gets a vote, and then I will feel terrible about it, and you will still be in the wall.”

A ripple of laughter went around, and Copal allowed a small smile under it.

“Announce yourself. That’s all I need. A word, a footstep I can identify. Just don’t be a surprise.”

I wrote that in 2026 and did not know what I was doing.

Look at what just happened. She hands the room the single most dangerous fact about herself. She shapes it so it arrives as a punchline, with the wall gag doing the work at the end of the sentence. The room laughs. Nobody asks a follow-up question. Not one.

And she gets what she came for, which is an audibility rule, without anybody learning why she needs it.

The why is in the testimony she gave an investigator two books earlier, and none of these women were in the room for it. When the truck finally stopped and the doors came open, something reached in out of the dark, took her by the hair from behind, and dragged her out. She never saw its face. That is where “people standing behind me” comes from, and she does not connect the two out loud, and the joke is the reason nobody else does either.

Now the part I found by counting. The trigger is stated twice across the books and it is never once shown firing, which is to say that in every chapter I read there is no scene in which somebody comes up behind her, no scene in which the startle beats her to the decision, and no scene in which anybody ends up in a wall. It never happens. The only version of that symptom any reader ever receives is the comic one she wrote herself.

Four pages later in the same chapter, the other half of the mechanism, and the stage direction is the whole story.

“I’ll let the others know.” Copal started toward the kitchen, then paused. “For what it’s worth. Running from the oil sound wasn’t weakness. It was your brain trying to keep you safe. Sometimes the wires cross, and safe things read as dangerous ones. It doesn’t make you broken. It makes you human.”

That is the most accurate clinical account anyone gives anyone in the entire series. Conditioned threat association, named without pathologising, delivered to a sixteen-year-old who has just panicked at the sound of oil in a hot pan. It is better psychoeducation than most people get from a professional. She is nineteen.

She delivers it from the doorway, mid-exit, having already left the conversation.

Disclosure as a joke. Care delivered in retreat. Those are the two halves and they are the same move.

The Instrument in the House

Here is the brief at its most quantitative, and it is worth sitting in for a minute because it is genuinely grim.

The best screening instrument in the document is RAFT, a four-item tool developed and externally validated by Chisolm-Straker and colleagues across 4,127 emergency department patients in New York City and Fort Worth. In derivation it runs 89 percent sensitive and 74 percent specific. In external validation, 100 percent sensitive and 61 percent specific. Those are respectable numbers and RAFT is the only instrument in the brief with a genuine external validation behind it.

Now run the arithmetic the brief runs on itself. Take ten thousand adult emergency department patients at the measured prevalence of 1.1 percent. That is a hundred and ten trafficked people in the building. RAFT catches about ninety-eight of them, which is the good news. It also flags about 2,571 people who were not trafficked, which is to say that the best externally validated trafficking screen in the literature, working exactly as designed, hands a clinician a stack of false positives twenty-six times taller than the stack of real ones. Positive predictive value, roughly 3.7 percent.

Ninety-six out of every hundred people a trafficking screen flags in an adult emergency department have not been trafficked.

The federal position is worse and states itself plainly. The Adult Human Trafficking Screening Tool, published by Health and Human Services, runs to an average of forty questions over sixty-plus minutes, and says of itself: “It has not yet been validated or evaluated in the field.” The same document notes that no research data exists to compare the effectiveness of different screening methods against each other.

So that is the state of the art. Forty questions, an hour, unvalidated, and at the good end of the field a tool that is wrong about ninety-six percent of the people it flags.

And there is a working instrument sitting in a rented house in Tucson.

Copal reads affect directly. Not thoughts: pressure, fear, guilt, panic, suppressed material, picked up in real time and without a single question asked. She is accurate enough that the household reorganises itself around her readings.

When Cactusflower dissociates during a makeup lesson, Copal does not guess. “Give her space,” she says, and the others pull back. “She’s having a flashback.”

Somebody asks whether they should touch her. “No. Different people need different things. Let her breathe.”

No questionnaire, no sixty minutes, no false positives.

Nobody has ever pointed her at herself.

There are two turns on that and they are the section. The first is that she does point it at herself, exactly once, and only to file a fault report. After a fledgling named Malik spent days escalating on the household and finally assaulted Marigold, Copal’s account of her own conduct is this: “I regret not recognizing the threat earlier. My empathic abilities should have detected his predatory nature before assault became attempted rape. I should have trusted my supernatural awareness instead of second-guessing my threat assessment through hope that he’d prove me wrong.”

That is the sole self-directed use of the instrument in five books. It is an incident report, and she is the incident.

The second turn is that somebody does read her correctly, and it is the person in the house least interested in being kind about it. Babydoll, to King, in a different room: “Copal’s trying to heal everybody else’s pain because she can’t stand feeling helpless.”

That is right. It is the accurate reading, arrived at by observation, stated flatly, and delivered to a third party.

Which is also, precisely, what a research literature is. The correct reading of a person, filed somewhere that person will never be handed it.

Every Instrument Is a Microphone

The absence has a mechanism, and once you see it in the brief you cannot unsee it.

Kiss and colleagues, 387 children in post-trafficking services across Cambodia, Thailand and Vietnam, depression at 56.3 percent: symptom self-report. Hossain and colleagues, 204 trafficked girls and women, the Brief Symptom Inventory and the Harvard Trauma Questionnaire: self-report. Iglesias-Rios and colleagues, 1,015 survivors across the Mekong: self-report. MacCabe’s fifty-two survivors on the Dissociative Experiences Scale, self-report, and so on down the list until you have read the methods section of every prevalence figure quoted in this series and found the same instrument underneath all of them. Perry and colleagues, 110 young people entering trauma-focused therapy, 51.8 percent meeting clinical criteria for post-traumatic cognitions: self-report. Mahon and colleagues, seventy-four women across three Ohio specialty courts, 43.2 percent not identifying as victims before programming: a question about how she sees herself, asked out loud.

The entirety of the screening section is questionnaires.

One study in forty-one does better. Abas and colleagues assigned DSM-IV diagnoses to 120 women returned to Moldova by structured clinical interview conducted blind to exposure history, which is the methodological high-water mark of the whole document. And a structured clinical interview is a person asking questions and writing down what the subject says.

There is no measure anywhere in the brief that reaches a person who does not talk.

Copal has the largest interior monologue of the five and the smallest speaking part. In her own point of view she is the best-written person in the house, running an anthropological commentary on college goths sweating in black lace in the Arizona heat, thanking Anne Rice for the smoke screen, observing that five dead girls learning contour at midnight would make field notes no anthropologist will ever get. Out loud, in company, she is economical to the point of silence.

And the only sustained speech she ever produces is testimony a man formally asked her for.

Now the control case, because this is the part that proves the silence is hers rather than a property of the form. There is a scene, in Rocket’s book, built for exactly this. Four of them, after a hunt, trading origin stories with nobody taking notes. Blondie narrates hers at length. Rocket narrates hers. Copal does not narrate hers, and her brother does not come up.

She will answer an investigator with a notebook and she will not tell her sisters.

Which means the only entity in either document that ever successfully screened her is Warren Sterling, who is fictional, and who managed it by sitting down in a room and asking her directly. No instrument. No forty questions.

He asked, and she answered, and the prose says of her while she does it: “This one doesn’t flinch. Not when she says ‘dead,’ not when she says ‘inhuman.’ The voice is dry. Blunted. Like she’s said it before, maybe just to herself.”

She has. That is what the flatness is.

Altruism Born of Suffering, Which Is Also Not In There

There is a literature on people who come out of harm and turn into helpers. It is named, it has samples, and the phrase for it is altruism born of suffering, put there by Ervin Staub and Johanna Vollhardt in the American Journal of Orthopsychiatry in 2008.

Three years later the same pair ran two studies on the harder version, inclusive altruism, where the helping goes to a disadvantaged outgroup rather than to one’s own people. In the first, 163 undergraduates: 63.5 percent of those who had suffered a traumatic life event were volunteering, against 41.9 percent of those who had not. In the second, 146, where the people who had suffered scored higher both on prosocial attitudes toward tsunami victims and on actually signing up to fundraise.

Empathy and reduced ingroup bias carried the effect. Personal distress did not.

None of it is in the brief, and the reason is structural rather than negligent. It is the sampling problem Rocket’s piece closed on.

What that argument did not cover is the narrow case. The helper does not present. Whatever proportion of survivors turn outward and become the person other people go to, that proportion is not in a waiting room, because the thing they do with their condition is spend it on somebody else. You cannot sample a coping strategy whose entire function is to look like competence.

Now the harder half, and it is aimed at me rather than at the literature.

This is the point in the piece where I could tell you she recovered. It would be easy and the evidence would look good. She names other people’s symptoms accurately. She does not pathologise them. She has a coherent frame for her own history and a name she chose out of it, because resin holds the past without breaking and does not forget what it once surrounded. She has never lost control of herself, not once, which in this world is remarkable.

On a growth measure she would score well.

Two reasons not to.

The first is that the growth measures are contested from inside their own literature, and the objection is not a quibble. Frazier, Tennen, Gavian, Park, Tomich and Tashiro ran the obvious experiment that almost nobody runs. They measured undergraduates on the life domains the Posttraumatic Growth Inventory asks about, waited two months, and then gave the inventory to the 122 who had experienced a traumatic event in between. Which meant that for once somebody could compare what people said had grown in them against what had measurably changed.

Inventory scores were generally unrelated to actual growth in those domains. And the second half is worse than the first, because perceived growth turned out to be associated with increased distress from before to after, while actual growth was associated with decreased distress. The two are not the same process, and a high score on the instrument that measures recovery is, if anything, a marker of somebody doing worse.

The second is the text, and this is where I went looking to catch her and caught myself instead.

I had her humour filed as a defence mechanism, and I expected the research to agree with me. Humour is the sixth of the eight things the brief has nothing about. It is not, however, a thing nobody has studied.

Andrea Samson and James Gross, at Stanford, ran two experiments on precisely this claim, published in Cognition and Emotion in 2012. Forty participants in the first, thirty-seven in the second. Both saw thirty negative images twice, and on the second pass were told either to simply watch, or to reappraise using positive humour, or to reappraise using negative humour.

The split they found is not between humour and no humour. Both beat watching. The split is between kinds, and the definitions are the part that matters.

Positive humour, in their instructions to participants, is “a sympathetic, tolerant, and benevolent amusement, focusing on the imperfections of life and human beings or on absurdities of the situation without becoming hostile or depreciating.” Negative humour is laughing at the same material “in a hostile, superior way.” Positive beat negative at both up-regulating positive emotion and down-regulating negative emotion, in both studies, and the difference survived controls for how hard each was to produce, for what participants thought the experiment was about, and for social desirability.

Now read Copal against that definition instead of against the word gallows. Five dead girls learning contour at midnight so we can pass for older, so we can pass for alive, so we can pass, and somewhere an anthropologist weeping for the field notes she will never get to take. Ten Things Every Vampire Daddy Should Say, number seven will shock you. Thanking Anne Rice, sincerely, for the smoke screen.

Absurdity of the situation. Nothing hostile in any of it. Nothing superior. Aimed at herself first and at what all of them are second.

By Samson and Gross’s own operationalisation that is the positive kind. The effective kind. The one with the evidence behind it. I did not expect that.

So the record was right and my expectation was wrong. Her humour works. There is nothing defective in it, it is good regulation, and if she walked into a clinic tomorrow this is the part a clinician would tell her to keep.

And that is the problem.

A coping strategy that failed would eventually produce a crisis. A crisis is a scene. A scene would have put somebody in a chair in front of her. Hers does not fail. It regulates her affect well enough that she never generates the emergency that would get her looked at, and it closes the conversation on the way past. A joke on the way out of a room lets the other person off the hook of having to thank her, and getting them off that hook is frequently the entire point of the joke.

Read that beside the doorway. She says the true, useful, accurate thing to a frightened girl, and she builds the moment so the girl cannot thank her, because being thanked would mean somebody looking at her a second longer than the exchange requires.

It is not that she copes badly. It is that she copes well enough that nobody has ever had to.

What I Did With The Rest Of Her

The numbers are mine and they are not flattering.

Point-of-view chapters and point-of-view words across the series. Rocket: 56 chapters, 132,857 words. Babydoll: 49 and 94,045. Blondie: 21 and 75,142. Cactusflower, who arrives late and does not survive her own book, 8 and 30,409. Marigold: 24 and 21,612.

Copal: 7 chapters, 11,705 words.

Now the part that makes the bottom of that column worse than it looks. Marigold has no novel either. What she has is fifteen first-person notes, published, quotable line by line, a whole second channel into a character who never got a book. Rocket has a book and twenty more notes stacked on top of it. Copal has neither. No novel, and not one note.

And her trafficking is never dramatised. Not once. Cactusflower’s flashback plays out in real time on the page. Blondie’s exploitation is shown. Copal’s exists as testimony, delivered after the fact, on request, to a man with a notebook.

Here is the part another writer can use, because it is structural and predictable and it is happening in somebody else’s manuscript right now.

A character whose value is interiority cannot be carried by ensemble scenes. In her own point of view Copal is the best-written person in the house. In everyone else’s she is furniture with three accurate lines. There is no third option, and no amount of good intentions produces one, because the thing she is good at only exists in the place where the narration lives inside her skull and cannot be carried by anyone standing outside it. She either gets point of view or she disappears. That is the whole mechanism.

Across five books I gave her seven chapters.

Then the concession, which is the real one and which I would rather not make.

I wrote the brief. I scoped it. I went looking for trafficking psychology and I found trafficking psychology, and the eight things it has nothing to say about are eight things I never thought to look for. A hostile reader can say, correctly, that discovering a document does not cover the topics you left out of it is not a finding.

Granted. And the reason I never went looking for her grief is the same reason I never wrote it.

Marigold’s piece counted that trade to its fourth appearance in four characters. This is the fifth and it is a different animal. The filter did not pick a trait this time. It picked how much of her existed.

There is one more thing and it is the worst of them.

Her brother is not actually the wound. There is a girl on the road, one of the others in that truck, whose fear she absorbed so completely that she could not tell where the other girl ended and she began, and she never finds out what happened to her. The girl has no name. She never got one, and the namelessness is the injury: not somebody Copal lost, somebody she carried and cannot account for.

There is a second half to it and it is worse. By the end of that road she had succeeded in not feeling them. The wall went up, she stopped taking in the fear of the people packed around her, and she was proud of it, because she thought the wall was how she survived. Then she died and it came down. What arrives first on the other side of the Embrace is not grief for herself. It is grief for everyone whose terror she had finally managed to stop carrying, and they are all still dead, and the wall saved none of them.

That is the centre of this character. It is in none of the five books. It is not in the testimony she gives Warren, it is not in the four sentences about her brother, and no reader has ever encountered a word of it.

She is holding something she never says. She is holding it from me.

The Doorway

There is one moment in everything I read where somebody reaches for her.

It is four lines after her brother dies in her lap. She has just finished telling a room full of people how she killed a college-age girl behind a gas station counter who had stickers on her name tag and a bandaid on her finger and who smiled when she walked in. She has just said the three sentences, flat, in order: “She died.” “The Beast killed her.” “I killed her.”

Then this.

“[Marigold] sat frozen, one hand still holding a thread of licorice, now limp and half-melted between her fingers. Her other hand crept across her thigh, almost without thinking, and rested gently over [Copal’s] knee. She didn’t say a word. Didn’t need to.”

The prose does not say what Copal did with it. It cuts to Rocket, who says something caustic, and the scene moves on.

In isolation a missing reaction beat is ordinary craft and I am not going to pretend otherwise. It is evidence because of where it sits and because of how alone it is. It is the only time in the material I read that anyone offers her comfort in the moment, it lands seconds after the worst disclosure of her life, and it is the one place in the chapter where the camera declines to look at her.

She trained it to do that. Everybody else in the house learned to laugh instead of asking. I learned to cut.

So the last thing, and it is not for the survivor who got out, because Rocket’s has her, and it is not for the woman who did not know, because Marigold’s does. It is for the competent one.

You know who you are. You are the person who gets called when it is bad. You have a good line ready about the worst thing that ever happened to you, and it works, and the room laughs every time, and in some number of years nobody has asked you a single follow-up question. You made it easy for them. That was the point. It is still the point.

The record has no page for you either. Nobody who does what you do walks into a clinic to be counted, because the whole architecture of the thing is that you are the one holding the door.

She got out of the room, and I let her.


You may also like: - Marigold Against the Record, or the Two Questions She Would Have Answered Honestly and Wrong - Rocket Against the Record, or the Two Places a Protagonist Has to Lie - What the Desert Does With Children Nobody Is Looking For or What the Books Are For

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