← From the Nagi desk

Most of us are living with a guess

A study of nearly two thousand people found that being in step with a partner about affection went along with a happier relationship. Then the researchers checked what the partners had actually said — and in public, at least, it was the guess that tracked, not the answer.

· The Nagi team

There’s a thing you know about the person you live with. Whether they like being hugged in the kitchen. Whether they’d rather you didn’t reach for their hand in the supermarket queue.

You didn’t look it up. You worked it out slowly, from a few hundred small readings, and you’ve been running on it ever since — adjusting, holding back, reaching out — without ever really checking.

A study published this month suggests that thing you know may be doing more work than the truth is.

What they did

Sabrina Sgambati, Diane Holmberg and Karen L. Blair, writing in Personal Relationships, set out to look at how couples’ comfort with physical affection — the ordinary kind: hand-holding, hugs, sitting close — relates to how the relationship is going.

They started with survey responses from 1,832 people in romantic relationships. Each person rated how comfortable they were with physical affection, and how comfortable they believed their partner was. They answered both questions twice: once thinking about being at home, and once thinking about being out in the world.

From that the researchers built two numbers for each person — an average level of comfort across the couple, and a gap: the distance between how comfortable you are and how comfortable you reckon your partner is. Then they set those against how the person rated the relationship itself, on things like trust, closeness and overall satisfaction.

Then they did the part that makes this interesting. They took a second, much smaller sample — 86 couples, where both partners answered — and ran it again using each partner’s actual answers instead of the other’s assumption about them.

What they found

In the big survey, the pattern was tidy. The more comfortable a couple seemed to be with affection, the better the relationship tended to be rated. The bigger the perceived gap between the two of them, the worse — and that gap mattered most in public settings.

Private comfort was the stronger thread. Feeling at ease with affection at home tracked more closely with relationship wellbeing than feeling at ease with it in public. The researchers’ reading: if a couple can find each other in private, not doing much in public doesn’t cost them a great deal. Not reaching for someone’s hand at a bus stop is easy to put down to manners, or to how you were raised. It doesn’t read as an absence of love.

Same-sex and mixed-sex relationships looked broadly alike on all of this. Two differences did show up. People in same-sex relationships reported lower comfort with affection in public, and perceived bigger gaps between themselves and their partners there — which the researchers put down to stigma and to the ordinary work of watching the room for safety. And where comfort with private affection was low, people in same-sex relationships held slightly higher relationship wellbeing than those in mixed-sex ones. The researchers’ hypothesis is that couples who routinely can’t rely on public affection build other ways of saying it, and those carry over.

Then the 86 couples. Private comfort held up: partners who genuinely matched at home still rated the relationship better. But in public, the actual gap between two people’s comfort levels wasn’t associated with relationship wellbeing at all. Neither, once everything else was accounted for, was their actual average comfort.

What tracked in public was what each person believed about the other.

The researchers offer a plain explanation, and it’s a rather human one. A partner who isn’t all that keen on being affectionate in public may do it anyway, because it matters to you. That produces the appearance of being in step — and the appearance is what you’re living with.

The caveats are real and the authors say so. This is survey data, so nobody can say which way the arrow points; being in a settled, easy relationship probably makes people more comfortable with affection just as much as the reverse, and the two likely feed each other over years. Eighty-six couples is a small sample, so smaller effects could be sitting there undetected. And the analysis left out people in gender-diverse relationships, because too few took part.

What we keep thinking about

Here’s what stayed with us, and it isn’t really about touch.

Most of the people we know well, we know as a picture. Assembled a while ago, updated irregularly, and consulted constantly. It tells us what they’d want, what they’d mind, what not to bother them with. And it’s the picture we act on — not the person.

Which is not a failure of love. It’s how anyone gets through a Tuesday. You can’t re-ask someone everything every day.

But it does mean the picture can quietly go out of date, and neither of you would necessarily notice. People change what they’re comfortable with. They also, as this study gently points out, go along with things to make you happy, which leaves the picture undisturbed and slightly wrong.

The same is true of the picture you hold of yourself. I’m fine. I don’t sleep well. I’m not much of a morning person. Assembled a while ago. Consulted constantly. Rarely revisited.

That’s the honest reason Nagi’s check-in is four taps rather than a questionnaire. Mood, sleep, energy — noted as the days go by, not scored, not ranked, nothing to be good at. It isn’t there to tell you who you are. It’s there so that the picture has something to sit next to, in your own hand, over time. The S8 wellbeing measure Nagi uses is going through a formal validation study at the moment, because we’d rather find out how well it works than claim it. And none of it is performed for anybody — no name, no email, an anonymous ID rather than a name. A calm space that’s just yours.

Noticing doesn’t fix anything. We won’t pretend it does.

The bit we’d underline

Private mattered more than public. Across both samples, the thing nobody was watching was the thing that tracked.

There’s something quietly reassuring in that. Whatever a relationship looks like from the outside — hand-held or not, demonstrative or not — the study’s strongest thread ran through the part of it that has no audience.

And if there’s anything to take from the public finding, it isn’t check on your partner. It’s smaller than that. Somewhere in your head is a note about what someone close to you likes and doesn’t. You wrote it a while ago. It might still be right.

It’s not a bad thing to wonder about.

If you want a private place to start noticing your own patterns, Nagi is on Google Play and the App Store — or in your browser at app.nagiandme.app. The first 15 messages are free. No name, no email. Just you, checking in.

— The Nagi team


Source: Private touch matters more than public affection for relationship quality, PsyPost, 14 September 2026, by Karina Petrova. Underlying study: Sgambati, S., Holmberg, D., & Blair, K. L., “In Sync? Assessing Partners’ Similarities in Comfort With Physical Affection–Sharing as a Predictor of Relationship Well-Being”, Personal Relationships. Design: two observational survey studies. Study 1 analysed responses from 1,832 individuals in romantic relationships, who rated their own comfort with physical affection and their perception of their partner’s comfort, separately for private and public settings; researchers derived an average perceived comfort score and a perceived discrepancy score per couple and compared these against self-reported relationship quality (trust, intimacy, passion and overall satisfaction). Study 2 analysed 86 couples dyadically, using both partners’ own reported scores rather than one partner’s assumptions. Findings: higher average perceived comfort with physical affection was associated with better relationship wellbeing in both settings; larger perceived discrepancies were associated with lower relationship wellbeing, most pronounced in public settings once average comfort was accounted for; comfort in private settings was more closely associated with relationship wellbeing than comfort in public. Patterns were broadly similar for mixed-sex and same-sex relationships, though individuals in same-sex relationships reported lower average comfort with public affection and perceived larger partner discrepancies in public — which the researchers attributed to social stigma and safety concerns — and maintained slightly higher relationship wellbeing than those in mixed-sex relationships when average comfort with private affection was low. In the dyadic sample, higher actual average comfort with private affection again predicted better relationship wellbeing, but actual discrepancies in public comfort showed no association with relationship wellbeing, and actual average public comfort did not predict relationship quality once other variables were included — leading the researchers to suggest that a person’s perception of their partner’s comfort may matter more than the partner’s actual reported comfort, possibly because a less comfortable partner complies anyway, creating an appearance of alignment. Stated limitations: the data are observational and cannot establish direction of influence, as greater relationship wellbeing may equally increase comfort with affection; the dyadic sample of 86 couples may lack statistical power to detect smaller effects; and individuals in gender-diverse relationships were excluded due to low participant numbers.

Nagi is a mental health companion, not a medical device, and nothing here is medical advice. If you’re struggling, please reach out to a professional or someone you trust.