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An AI-powered workshop installation

Same Feeling, Different Object.

Mapping what a room full of strangers privately feel — and showing them what they share, without them having to say it out loud.
Hanna Saroka · Sandra Vanstayn · Ilke Akkuzu · Ece Yalim
Politecnico di Milano · AI-Powered Design · 2026
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01 · Why we made this

Four of us. Four objects.
The same thing underneath.

A boarding pass
Las Vegas → New York
A boxing glove
Milan, first night
A glass pendant
Murano, by mother
A snowflake bracelet
a gift from home

We tried, separately, to write what each one made us feel.
The words overlapped almost exactly.

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02 · The invisible weight of everyday things

Every object carries a feeling that was placed there long before you held it.

Someone else's grief. Someone's ritual. Someone's way of surviving.
The feelings we pour into objects aren't original to us — they were shaped by culture, family, and everyone who came before.

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03 · The relationship has fractured

We went from using technology
to serving it.

First it was a tool. Then we became its audience.
The third option — the one this project is built around — is technology as a mirror.

01
The past
Pure Service
A tool that does what you ask. It executes; it does not see you.
02
The present
Obsession
A system that takes attention and never gives anything back to the inner life.
03
Where this project lives
Reciprocal Agency
A system that acts as a mirror — one that reflects something true back. Both sides give.
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04 · Two ways of meeting a machine

From transaction to reflection.

Most digital experiences extract. Reciprocal agency reverses the direction —
the system listens first, and gives back something shaped by what you brought.

The old paradigm

Transactional

  • The system dictates the path.
  • Attention is extracted, not returned.
  • The user is an isolated consumer.
Reciprocal agency

Reflective

  • The system mirrors human nuance.
  • It builds bridges between strangers.
  • The user is part of an inherited collective.
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05 · The concept, in one line

The AI finds the grammar underneath what everyone privately carries.

A reciprocal agent that reveals what a room of strangers privately share — without anyone having to say it out loud.

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06 · A journey from solitary to collective

From a solitary object
to a collective coordinate.

Participants bring an object, real or remembered, and trace its meaning. The system translates a solitary experience into a shared coordinate on a living emotional map.

01

The Artifact

You bring an object and submit it to the system.

02

The Translation

You describe what it makes you feel — not what it is.

03

The Integration

Watch it join a living collective map of strangers.

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07 · How it works

Five steps from object to map.

A linear flow that takes about 90 seconds per participant. Every step is private until the final reveal.

01

Place your object

Camera + Teachable Machine recognize what it is. You add where it's from.

02

Type what it makes you feel

Not what it is. What it does to you when you look at it.

03

The AI extracts emotional tokens

Short fragments that carry feeling, not nouns about the object.

04

It reframes your words

Tokens become a single concept you weren't able to name yourself.

05

The collective map reveals

Strangers in the room, carrying the same feeling — in different objects.

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08 · From artifact to emotional signature

Camera. Context. The question that matters.

The system sees the object — but the meaning has to come from you. Two questions that no machine can answer alone.

BOARDING PASS PASSENGER H. SAROKA FROM → TO LAS → NYC SEAT 28E
DETECTED · boarding pass
Object name
a boarding pass
Where is it from?
Las Vegas → New York
What does it make you feel?
"Proof I went that far."
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09 · Stripping the surface to find the core

The system reads past the noun.

It doesn't map the watch — it maps what the watch carries. Verbs, adjectives, the texture of how something is held: that's the actual signal.

① Input · what you wrote
"My grandfather gave me this watch before he died. It makes me feel heavy but proud."
② The funnel
grandfather watch → stripped gave heavy proud → matched
③ Extraction
Identity "a history I can hold"

Two people. Two completely different objects.
The same extraction. That's the whole point.

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10 · A sharp, honest mirror

The reframe is one precise sentence.

Not therapy. Not consolation. The system gives you a sentence back — language you couldn't quite reach yourself.

What you wrote

"It's the key to my childhood home. I haven't lived there in twenty years but I keep it on my keychain. It makes me feel safe."

System reflection · Sanctuary

"This object gives you permission to remember where you came from when you feel unmoored."

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11 · The architecture of human emotion

Five inherited shapes.
Most feelings are made of these.

Every object maps to one of five emotional cores — patterns we didn't invent.
The shape is what matters, not the object.

Refusing to quit
Objects tied to endurance, pushing through, not giving up.
Permission
Objects that make you feel allowed to begin, be imperfect, or try.
Sanctuary
Objects that create a private space, away from expectation or performance.
Connection
Objects that hold the presence of someone else, or a sense of belonging.
Identity
Objects that tell you, or remind you, who you are.
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12 · How the AI clusters · transparency

It doesn't read your soul. It reads your words.

A transparent emotional taxonomy — every step has a visible input and output.

"Proof I went that far." YOUR TEXT survived far made it TOKENS WEIGHTS YOUR POSITION Refusing to quit CLUSTER
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13 · Emotion lives in the spaces between

Uncertainty is shown, not hidden.

Human emotion is messy. A blend of sanctuary and identity sits exactly between them on the canvas — not in a box marked miscellaneous.

REFUSING TO QUIT refusing to quit PERMISSION permission to be unfinished IDENTITY sense of self SANCTUARY existing without an audience CONNECTION belonging & presence
— Solid line
Same cluster. Two people with closely matching emotional vectors.
- - - Dashed line
Cross-cluster. Two people whose primary feelings differ but whose secondary affinities meet meaningfully.
Faint short stroke
A single dot's pull toward another cluster — visible uncertainty inside one person.
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14 · Every feeling fits somewhere

The five shapes are inherited.
Every feeling already lives in them.

A feeling either lands inside one cluster, or between two — never in a box marked miscellaneous.

Scenario 01 · clean fit
"This watch makes me feel heavy but proud."
Identity
lands inside one cluster
Scenario 02 · in between
"I keep it because it gives me a kind of nostalgia for who I used to be."
Identity + Sanctuary
sits between two clusters
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15 · How to read the map

You are here.
And so is everyone else.

The closer two dots, the closer the feeling. Hover any dot to read what they brought.

REFUSING TO QUIT PERMISSION IDENTITY SANCTUARY CONNECTION YOU A boarding pass LAS VEGAS → NEW YORK "Proof I went that far." REFUSING TO QUIT
Your dot glows
so you can find yourself in the field.
Closer dots, closer feelings
distance on the canvas is the data.
Hover to read
object, place, cluster, and the words they wrote.
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16 · Finding your emotional twin

From "I am alone with this"
to "we share the same feeling."

Two strangers. Two completely different objects. The same underlying feeling.
The map surfaces what was already true between them.

PERSON A a worn ceramic mug "the only thing in my kitchen that feels mine" PERSON B BOARDING LAS → NYC 28E a boarding pass "proof I went that far" SHARED CORE Connection · belonging & presence the system surfaces the same feeling — in two different objects
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17 · Connection at the end

You are not alone in this.

After the reveal, a quiet directory of people who landed close to your feeling.
Hover to read their words. Leave an optional note — a way to find each other.

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18 · Two lenses for exploring the map

Emotion or geography. Same data, two readings.

Two ways to view the collective — separating the feeling from where it came from.

Lens 01

Emotion view

Dots grouped by emotional inheritance. Five soft clusters. The shape of feeling, not place.

Lens 02

Location view

Same dots, placed on a soft world map by country. The object's local story.

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19 · The interface · how the prototype works

One submission, one dot — appearing live.

Camera reads your object. You add country and feeling. The system maps it next to strangers carrying the same.

Same Feeling,
Different Object
AI POWERED DESIGN · WORKSHOP INSTALLATION
① OBJECT RECOGNITION
Camera for Teachable Machine
Enable Camera Select Image
boarding pass · 0.94
② OBJECT NAME
a boarding pass
③ WHERE IS IT FROM?
United States
④ WHAT DOES IT MAKE YOU FEEL?
"Proof I went that far."
⑤ EMOTIONAL TOKENS
survived far proof
Map this feeling →
EMOTIONAL MAP OF THE ROOM
Emotion Location
20 objects
REFUSING TO QUIT PERMISSION IDENTITY SANCTUARY CONNECTION your dot, just landed
Refusing to quit Permission Sanctuary Connection Identity
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20 · Live prototype

Try it yourself.

Bring an object. Type what it makes you feel. Watch the room appear.

QR code linking to the prototype
Scan with your phone
joyful-eclair-ac8529.netlify.app
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21 · Thank you

We are not original — and that is beautiful.
This is where inherited feelings find each other.

Thank you.

A project by
Hanna Saroka · Sandra Vanstayn · Ilke Akkuzu · Ece Yalim
Course
Politecnico di Milano · AI-Powered Design · 2026
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