the research underneath…
What research helps explain… and where my synthesis begins.
I scored a zero on the ACE questionnaire. My wounds came later. The rest of that story lives on the Story page… this page is context and boundaries for the work. [Read the story → /story]
the honest line…
Research offers context. It does not prove this framework.
There is substantial research on adverse childhood experiences, attachment, stress, belonging, memory, social connection and the ways repeated relationships can shape us.
There are also influential models used by therapists, facilitators and trauma-informed practitioners that remain debated, incomplete or difficult to test cleanly. Polyvagal theory belongs in that category… useful to many people, actively debated in the scientific literature, and not something I present here as settled fact.
Validation Languages is my original synthesis. The six-language map, the give-and-receive gap and capacity as a condition emerged through lived experience, years of personal work, teams, clients, relationships and thousands of conversations.
The framework itself has not been clinically validated as a diagnostic assessment. It is a useful map… not medical truth, a permanent identity or a replacement for therapy.
Take what helps. Question what doesn't. Talk to a qualified professional for anything clinical.
The Research Origin
WHAT RESEARCH SUPPORTS
The ACEs story starts in an unlikely place: a weight-loss clinic. In the 1980s, a physician named Dr. Vincent Felitti was running an obesity program at Kaiser Permanente in San Diego. He noticed something that didn't make sense: about half his patients were dropping out, and they were dropping out after successfully losing weight. He started interviewing them. Patient after patient disclosed histories of childhood abuse, neglect, and family chaos. The weight wasn't just a physical problem. It was a symptom of something older and deeper.
Felitti teamed up with Dr. Robert Anda at the CDC, and together they launched the landmark ACE Study. Between 1995 and 1997, they surveyed over 17,000 adults enrolled in Kaiser's health plan, mostly middle-class, mostly employed, mostly college-educated. Not the population most people picture when they think "childhood trauma." Their findings were published in 1998 and have since been examined and extended in a large body of subsequent research across many countries.
Dr. Nadine Burke Harris helped bring this research into wider public awareness. A pediatrician working in San Francisco's Bayview-Hunters Point community, she recognized how the ACE findings connected to what she was seeing in her patients' health and development. Her 2018 book The Deepest Well translated the science for a general audience, and she went on to become California's first Surgeon General.
The Most Important Reframe… "What Happened to You?" Not "What's Wrong With You?"
"What's wrong with you?" assumes a broken person. "What happened to you?" assumes a person who adapted to something hard. This might be the most practically powerful thing ACEs research gave us: a new question.
ACEs and trauma-informed approaches invite a different question about behaviours that look like problems in adulthood. Hypervigilance, shutdown, appeasing, overworking, substance use or rage may have begun as attempts to adapt, cope or remain safe in a difficult environment.
That does not explain every behaviour, and it does not remove responsibility for harm. It gives us context for asking what the behaviour may once have been protecting.
Development does not end on one birthday.
WHAT RESEARCH SUPPORTS
The brain does not suddenly become complete at twenty-five.
Different brain systems develop along different timelines. Important changes in executive function, emotional regulation, connectivity and learning continue through adolescence and into adulthood, while the brain remains capable of change throughout life.
Childhood and adolescence matter because developing biological systems can be especially sensitive to prolonged adversity and supportive relationships during those periods… not because human development stops at a single fixed age.
Prolonged or severe activation of stress-response systems, especially without supportive relationships, can disrupt healthy development and increase later health and wellbeing risks. These effects are probabilistic, not universal. They vary with timing, duration, context, genetics, protective relationships, community support and what happens later.
The Questionnaire… The 10 ACEs
The original ACE questionnaire asks about 10 specific types of adverse experience before age 18. Abuse and neglect: emotional abuse, physical abuse, sexual abuse, emotional neglect, physical neglect. Household dysfunction: domestic violence, substance abuse in the household, mental illness in the household, parental separation or divorce, incarceration of a household member.
Important caveat: this list doesn't capture everything. Community violence, racism, poverty, bullying, the death of a parent, growing up in foster care, none of these appear on the classic questionnaire. Your real-world burden of adversity could be meaningfully higher than what the original 10-item tool captures.
What the Numbers Mean
Your ACE score is a number from 0 to 10. Think of it like a risk indicator, similar to how a cholesterol number works. It shifts probabilities. It doesn't determine outcomes.
0, no reported adversity: about 36% of adults score zero, the lowest statistical baseline risk. A score of zero doesn't mean a perfectly easy childhood, it means none of the specific 10 categories applied.
1 to 3, low to moderate adversity: the most common range, about 38% of adults. A real but modest elevation in risk, and strong protective factors can significantly offset it at this range.
4 or more, high adversity: the threshold the original study identified as a significant turning point, about 1 in 6 adults. Compared to a score of zero, adults with 4 or more ACEs were found to be substantially more likely to face challenges across mental health, physical health, and relationship stability. This doesn't mean everyone at 4+ experiences all of these. Resilience factors, one safe adult in childhood, therapy, community, stable housing, can and do shift the trajectory.
6 or more, severe adversity: the most sobering finding in the original study involved a meaningfully shorter average lifespan at this level, tied to the cumulative toll of prolonged toxic stress on the body's major systems.
Recognizing the Fingerprints… How ACEs Show Up in Adult Life
ACEs don't announce themselves. They show up quietly, in patterns of behaviour, in physical symptoms without obvious causes, in the way you relate to people. Physical health: chronic pain, autoimmune conditions, heart disease, sleep disorders, fatigue without obvious cause. Mental and emotional: depression, anxiety and hypervigilance, complex PTSD, deep shame, dissociation. Behaviours and coping: substance use, overworking, difficulty with boundaries, disordered eating patterns. Relationships and life: difficulty trusting people, tolerating unhealthy dynamics, employment instability, feeling fundamentally "broken."
The important thing to hold onto: these are not character flaws. They may be adaptations… a system doing what it learned to do to keep someone alive and functional in a difficult environment.
Relationships and the Self… Attachment Patterns & Earning Love
WHAT RESEARCH SUPPORTS
Early caregiving relationships can influence expectations about closeness, safety, trust and support.
Longitudinal attachment research finds both continuity and change. Early relationships matter… but they do not write every adult relationship in permanent ink. Later partners, friendships, therapy, loss, safety, instability and major life experiences can all reshape how someone relates.
Anxious/Preoccupied: may be associated with inconsistent caregiving. For some people, love can begin to feel unpredictable, so it must be constantly earned and watched for signs of withdrawal.
Avoidant/Dismissive: can develop through caregiving experiences that were emotionally unavailable. For some people, needing others may come to feel like a set-up for rejection, so it may feel safer not to need anyone. This can look like confidence from the outside. It is often protection.
Disorganized/Fearful: is one possible pattern associated with more severe adversity, where a caregiver may have been both a source of safety and a source of fear. In adulthood it may show up as intense push-pull dynamics, or fear of both abandonment and intimacy at once.
Fawning or appeasing is a widely used term for trying to create safety by keeping other people pleased, staying small or anticipating their needs. It can be a useful description of a pattern, but it is not a standalone clinical diagnosis or a universally defined fourth category.
Earning love: one of the more common and quietly painful patterns. If affection was conditional growing up… given when you performed, withheld when you didn't… some people internalize a core operating belief: I am loved for what I do, not for who I am. In adulthood this can show up as overachievement, perfectionism, difficulty resting without guilt, and choosing relationships with people who are hard to please, because that is what love felt like growing up.
The pull of what feels familiar…
People sometimes repeat relational patterns without consciously choosing them.
Familiar dynamics can feel easier to recognize, predict or organize around… even when they are painful. Warmth and stability may initially feel unfamiliar, exposed or strangely flat to someone accustomed to uncertainty.
Psychodynamic traditions sometimes describe this as repetition compulsion. Attachment and learning perspectives offer other explanations.
The important point is not that the body secretly wants pain. It is that familiarity can be mistaken for fit… and awareness creates more choice.
When closeness activates distance…
Some people experience greater closeness as comforting. Others experience it as pressure, exposure or loss of autonomy… especially in particular relationships or seasons of life.
An attachment lens may help explain part of that pattern. So may stress, incompatibility, capacity, grief, depression, prior relationship experiences, communication habits or simply not wanting the same relationship.
The point is not to label the person who withdraws. It is to notice the cycle: one person reaches harder, the other creates more distance, and both behaviours can intensify the very fear each person is trying to manage.
"What might both of us be protecting right now?"
How this may connect to Validation Languages…
MY SYNTHESIS
I do not believe a Validation Language can be traced to one universal cause.
How someone knows they have been seen may be influenced by temperament, culture, family patterns, childhood experiences, later relationships, repeated moments of being reached or missed and the meaning they made from all of it.
For some people, a language appears connected to what was reliably present. For others, it appears connected to what was painfully absent. For others, there is no dramatic origin story at all… the language simply feels like the clearest description of what reaches them.
The framework gives those patterns names. It does not diagnose where they came from.
WHAT THIS DOES NOT CLAIM
- An ACE score predicts a Validation Language.
- One childhood event creates one language.
- Every pattern was installed before adulthood.
- A language is permanent.
- A language explains all relationship conflict.
- Identifying a language replaces clinical assessment.
Love Languages… Giving vs. Receiving
Something that doesn't get talked about enough: most people discover their love language and think of it as what they need to receive. But how we receive love and how we naturally give it aren't always the same thing.
Two people who both list physical touch as their primary love language sounds like a perfect match… until you realize they're both just lying there waiting for the other one to reach over first. Both wanting their back rubbed. Neither initiating. Not because the love isn't there, but because the need and the habit of giving are completely out of sync.
For people shaped by adversity or insecure attachment, there's often an extra layer: we may have learned to give love in the way we most desperately needed to receive it, almost as a way of modelling what we hoped would come back. Knowing your love language is step one. Understanding the gap between how you give it and how you need it, and being willing to have that conversation with someone, is where it actually becomes useful.
Language is not attachment.
Validation Languages and attachment theory ask different questions. Attachment asks how closeness, distance and vulnerability tend to feel for you… whether you reach, retreat or a mix of both when a bond is on the line. Validation Languages ask which forms of care actually reach you when someone is trying to show up… and which forms slide past even when the intent is real.
The two can overlap. Someone with a more avoidant pattern may still have a clear primary language. Someone anxiously attached may still have a distinct way of giving and receiving care that has nothing to do with their fear of being left. Treat them as adjacent lenses, not the same map.
Adjacent lenses… what each one is actually for.
Attachment looks at closeness, vulnerability and distance… how safe or dangerous connection tends to feel.
Love Languages describe common shapes affection often takes in intimate relationships… words, time, touch, service, gifts.
Validation Languages describe how care lands or misses when someone is trying to make another person feel seen… the difference between being witnessed, mirrored, held, remembered, dug into or accompanied.
Values and alignment ask what your life is organized around and whether what you're building fits.
Capacity asks what is genuinely available right now, no matter what any of these maps say about you on paper.
None of these replace the others… and none of them gets to reduce you to a single label.
Honest Assessment… What ACEs Get Right, and Where They Fall Short
What it gets right: reframes struggling adults as survivors of difficult circumstances, not broken people. One of the most replicated findings in public health history. Opened the door to trauma-informed care across medicine, schools, and criminal justice.
Where it falls short: the score counts types of adversity, not severity, one incident scores the same as years of it. It doesn't capture racism, poverty, community violence, bullying, or foster care. The original study was mostly white and middle-class, not fully representative. A high score can feel like a verdict, but it describes risk, not destiny. Positive childhood experiences matter enormously but aren't in the original tool. Risk is probabilistic… many people with high scores lead full, healthy lives.
The capacity for learning and neural change continues throughout life. That does not mean every wound disappears, every intervention works or change happens through repetition alone. It means old patterns are influential without necessarily being permanent… and new experiences, relationships, practice and appropriate professional support can matter.
The Path Forward… What You Can Actually Do With This
Knowing your ACE score is useful for one reason: it gives you context. Not an excuse, not a prison sentence. Context.
Approaches some people explore with qualified professionals include trauma-focused CBT, EMDR, attachment-informed therapy, somatic approaches and Internal Family Systems. Evidence strength, practitioner training, suitability and individual response vary. A qualified professional can help determine what is appropriate.
Trauma-related responses can involve thoughts, emotions, physiology, memory, behaviour and relationships. Safe, stable relationships, learning to recognize your own stress responses (fight, flight, freeze, or fawn), reducing ongoing stressors, and positive experiences… even one trusted adult, one sense of belonging… can all matter.
A Final Note
ACEs research doesn't tell you what's wrong with you. It offers context for what happened to you, and what your mind and body may have done with it to survive. The behaviours that look like problems in your adult life may often be echoes of strategies that once helped keep you safe. They made sense then. You don't have to keep them forever.
Your ACE score is not your identity. It is not your prognosis. It is a piece of information, one that, in the right hands, including your own, can be the beginning of understanding yourself more clearly and more compassionately than you ever have before.
Sources and further reading…
- Centers for Disease Control and Prevention — About Adverse Childhood Experiences
- Felitti et al. (1998) — Relationship of Childhood Abuse and Household Dysfunction to Many of the Leading Causes of Death in Adults
- Center on the Developing Child at Harvard University — Toxic Stress
- Fraley & Roisman (2019) — The Development of Adult Attachment Styles: Four Lessons
For educational purposes… not a substitute for clinical advice.
