What Is Your Play Signature?

People express play differently. Some create imaginary worlds. Some make puns. Some invent rituals. Some transform tension with one exquisitely timed sentence. Others conduct small domestic operations involving googly eyes, ransom notes, or the relocation of an object by two inches each day.

No one is always playful. That would be sheer hyperbole. Often enough is sufficient for a recognizable pattern.

These patterns are best understood as play signatures, rather than permanent personality types. A signature is recognizable without being fixed. It changes with trust, culture, age, stress, and relationship. You may play differently with a child, a partner, a sibling, a colleague, a friend, or a dog who has been appointed regional manager of the kitchen leftovers department. 🐶 

Read the following descriptions and notice where you recognize yourself.

1. The Recognition Player

Recognition Players show affection by noticing.

They remember the expression you make before disagreeing politely. They know which phrase will make you laugh during a difficult conversation. They notice the salient detail everyone else omitted. 

Their humor is specific. A generic joke has limited value to them. They prefer the joke that could only have been made for this person, within this relationship, at this moment.

Inside jokes belong here. To everyone else, the reference may remain illusive. To the two people in on the joke, the file is complete.

The loving message beneath Recognition Play is: I see the details that make you you.

This form of play is attention wearing a party hat. It is also one of the clearest expressions of a principle explored in the article “Humor is Love”: we love a person rather than a type of person, and the humor that reaches us most deeply is often equally specific.  

2. The World-Maker

World-Makers express affection through imagination.

They give objects personalities. They invent histories for strangers seen across a restaurant. They create voices for animals and assign motives to malfunctioning appliances. A delayed flight becomes a territorial dispute between the airport and time itself.

The R46 Stick Figures live naturally in this field. A few lines and a heart create enough structure for an entire philosophical thought experiment. The reader supplies what the image deliberately leaves open.

A joke may also function as a seed without literally being one. Something said casually at breakfast may grow into a family character, a yearly tradition, or a story repeated for decades. The original moment disappears from view, while its form continues living elsewhere.

The World-Maker’s message is: Your imagination is a place I enjoy visiting.

World-Making Play loves by helping playfulness love on. 

3. The Benevolent Mischief-Maker

Benevolent Mischief-Makers create safe surprise.

They hide a gift and leave clues. They put eyes on household products. They compose ransom notes for toys. They answer an ordinary question with something dramatically unnecessary.

In an early Raising Funny Kids essay, I described hiding my children’s toys and sending ransom notes because my son found the operation hilarious. The game worked because he understood its structure. The toy was safe. The parent was trustworthy. The apparent crisis existed entirely for shared amusement.  

This is the ethical foundation of good mischief. Surprise creates excitement, while the relationship preserves security.

The Benevolent Mischief-Maker’s message is: I know where your boundaries are, and I know how to surprise you inside them.

This form of play depends upon timing, social perception, and restraint. Loving mischief protects dignity, welcomes refusal, and leaves everyone with a story worth keeping.

The finest prank increases affection and produces minimal paperwork.

4. The Reframer

Reframers help other people carry difficult moments.

They hear the strain in a conversation and find the one absurd detail that gives everyone room to breathe. They turn a frustrating experience into a story. They recognize that an event can remain serious while the people living through it retain permission to laugh.

When the first interpretation turns everyone to stone, the Reframer quietly supplies Plan B.

This capacity is central to the philosophy of Happy Thoughts Travel Fast. Humor changes our relation to a moment by restoring levity where thought has become rigid. It introduces another angle without erasing the underlying experience. It lightens burdens, inspires hope, and connects us to others by making more than one interpretation available.  

The Reframer’s message is: You do not have to hold this alone or in only one way.

A difficult day can also contain a ridiculous email. Grief can coexist with a story that makes the whole family laugh. A failed plan can become the origin story of an unexpectedly good adventure.

Sometimes love rewrites The Night Before Christmas 🎄 and replaces all the characters with the ongoing jokes the family shared when they were playing poker ♥️ drunk as 🦨 

Reframing is affection expressed as regained perspective.

5. The Idea Player

Idea Players show love by inviting minds to move together.

They enjoy riddles, puns, philosophical questions, speculative scenarios, unusual comparisons, and arguments conducted with enough warmth that everyone still gets dessert. They may ask what Socrates would think of social media, whether a Wi-Fi password constitutes domestic intimacy, or whether Snow White’s dwarfs are separate individuals or competing dimensions of one consciousness.

For the Idea Player, thinking together is closeness.

They may prolong the game by asking for one more premise, followed by another, followed by a rule explaining why the previous premise applies. The conclusion waits patiently while the conversation continues. The delay is not necessarily resistance. Sometimes the path around the conclusion is where all the interesting things are located.

The same mind may be considered disruptive in a classroom, difficult in a seminar, and delightful over dinner. The activity has retained its origin while acquiring a different social function.

In “Fostering Playful Humor,” I wrote about playful forms requiring children to consider alternate modes of expression and combine ideas that ordinary categories keep apart. This is the intellectual movement behind Idea Play.  

The Idea Player’s message is: Your mind interests me, and I want to see where it goes.

They are frequently accused of overthinking. They regard this as an opening proposition.

6. The Ritual Player

Ritual Players build affection through repetition.

They create the song sung every birthday, the phrase used before a family trip, the dance performed when dinner turns out well, the annual photograph, the recurring joke, the secret handshake, or the household rule that someone must announce “Release the hounds” before letting out one extremely small dog.

Repetition turns a playful act into shared history.

The Ritual Player’s message is: I remember us, and I intend to keep remembering.

These rituals often appear trivial to outsiders because outsiders lack the accumulated context. Within the relationship, they function as compressed memory. One phrase can retrieve an entire holiday, friendship, marriage, childhood, or chapter of family life.

The ritual may move from spoken words to a message, from a message to a drawing, from a drawing to a tradition. The forms are visibly different, yet a common structure remains.

Ritual Play gives continuity a recognizable sound.

Business As Play

I laughed when I found this photograph, mostly because it brought back good memories of hanging out in Jamaica with my brother on vacation. 

Then I turned it over. On the back, one of our friends had written, “You couldn’t hide from that damn phone.” He was right. I remember that phone. It rang at breakfast, by the pool, in airports, and while I was trying to convince my friends that I was taking a vacation.

They used to say that meant I was a workaholic. I think I was playing. I was still working, of course. The contracts were real. Payroll was needed to be approved. Deadlines were very very real. Clients get snotty and demanding. Yet inside my head, business felt like a game I had been playing for years. Someone would hand me a problem and my brain would immediately begin moving the pieces around. What if we tried this? What happens if we move that over there? Who already solved part of this without realizing it?

I loved figuring things out. I loved walking into problems that had no obvious answer. I loved meeting people from different countries and learning how they thought. I loved negotiating, building, organizing, improving, and seeing a project on paper before it existed in the world. Business held my attention because it gave my mind somewhere novel to go.

I had played this game growing up. On a farm, there was always something to fix, build, check, move, or understand. Water had to reach the right place. Equipment had to work. Animals, trees, weather, timing, and people all had to be considered at once. Even the neighbors who never seemed to leave. I learned to see how one thing affected another long before I had language for any of it. I had a few jokes, but those usually resulted in time out. I was judicious using this technique. After a while they said I did it on purpose. I digress. 

That may be why the phone never felt entirely like an interruption. It was often an invitation back into the game.

Children play by inventing situations and then figuring out what to do inside them. The floor becomes lava. The couch becomes a ship. A box becomes a house. The rules are made, tested, adjusted, and sometimes abandoned when a better idea appears. Adults do this too, although we usually give it more serious names.

I called mine business.

The scale changed as I grew older, and the consequences became larger, but the habit stayed the same. I remain curious. I keep moving pieces around. I keep asking what else might work. That kind of play gave my mind enough freedom to notice possibilities and enough discipline to build something from them.

My friend saw a young woman who could not hide from her phone. Looking at the photograph now, I see a woman who had found a game she loved and was still in the middle of it. 

Take More Time To Play

 

I was thirty years old when this photograph was taken. We had returned to the United States so that I could work on the Lawrence Livermore National Laboratory National Ignition Facility project, and my daughter was learning English.

The room tells most of the story. There are alphabet cards, pictures, books, a chalkboard, a globe, I’m wearing steel-toed boots 🥾 and my daughter smiling from behind a small desk with a FedEx packaged neatly tucked between building blocks and building minds. I am standing across the room, also smiling, which suggests that whatever lesson I had planned had already become something else.

That happened often. It still happens. 

Children learn through repetition, but they also learn through movement, surprise, imitation, exaggeration, sound, and play. A word becomes easier to remember when it belongs to a story. A sentence becomes less intimidating when it is spoken by a puppet. A mistake becomes part of the game and therefore something we can examine, repeat, and laugh about together.

The play did more than make the lesson enjoyable. It gave her mind room to work out basic algebra equations using a scale, dice 🎲 and toys 🧸. Writing ✍️ equations came naturally, after we balanced the amount of cookies 🍪 each got. 

That is the part I want to explore next.

Play creates a temporary space in which the ordinary rules can be loosened. A cup can contain imaginary tea. A stuffed animal can answer a question. A familiar word can be stretched, repeated, mispronounced, and turned around until its shape becomes clear. The mind is still learning, but it is learning through possibilities rather than through a single required path.

That freedom is closely related to creativity.

A novel thought originates in a first draft. It begins as a connection between things that had previously remained separate. One idea brushes against another. Whoops! Excuse me 😉 

A memory enters from somewhere else. A word suggests an image. An image changes the question. The mind follows the association for a while and discovers that it has arrived somewhere new.

Play gives that process time. 🎢 

Moral of this post: Take more time to play. 

Play As A Love Language

Love occasionally arrives with flowers. More often, it arrives as a parenthetical remark that means nothing to the rest of the room and everything to one person. 

It arrives wearing shades. It invents a biography for the family dog. It sends you a photograph of a potato because the potato bears suspicious resemblance to someone you both know. It remembers the exact word you mispronounced eleven years ago and has preserved it, with great care, as part of the new vernacular. 

We usually describe love through its serious forms: loyalty, patience, tenderness, protection, devotion. These expressions deserve their place in the hierachy of felt and expressed love. Yet affection also has a lighter register. We tease gently. We invent private words. We reenact old stories with increasingly inaccurate details. We make ordinary objects speak to us, on command. And at times, inconveniently. Like Google or Siri easedropping and then responding to our conversation. Whoopsie. 

We dance badly in kitchens. We sing at the top of our lungs. We aren’t sappy, but we soften with a recognition that we trust the person enough to become briefly ridiculous in their presence.

Most of all, it says: Come into this little world, we have orange soda.

The Invitation Inside Play

A child hands you an empty cup and tells you it contains tea. The cup is empty in one sense and completely full in another. Accepting the tea means accepting the child's temporary arrangement of reality. For the next few minutes, the cup has contents, the stuffed bear has opinions, and everyone must behave accordingly. 

This is one of our earliest forms of intellectual hospitality.

The child is offering access to an imagined world. Your participation communicates more than approval of the game. It tells the child that the world inside their mind is worth exploring. 

Adults continue making these invitations, although we learn to disguise them. We call them banter, nicknames, traditions, hobbies, impressions, flirtation, fandoms, running jokes, wordplay, stories, games, and the inexplicable voices we use when speaking on behalf of our pets. 

The form changes, but the invitation is still open. 

Throughout Happy Thoughts Travel Fast, I have treated humor as a way of noticing, thinking, reframing, and connecting. Humor creates an opening in ordinary reality through which another arrangement becomes visible. A stressful event can also contain absurdity. An appliance can acquire hidden motives. 

On that note, I kid you not, my dishwasher has ADHD. It waits all darn day to wash the dishes, and then does them at the last minute, beeping right after I retire to my chambers for the evening. Annoying af.  But on its defense, it was manufactured across jurisdictions and has some identity issues. I think it wanted to be a washing machine so it could have a dryer companion for life. This is another reason to recycle. We might be helping some appliance merge with other components, achieving a lifelong dream. I digress. 

A philosophical problem can be approached through Snow White, Pac-Man, waffles, Wi-Fi, or a stick figure trying to understand existence. The archive repeately places discovery and laughter close together, at the point where the "ah-ha" meets the "ha-ha".

Play is the wider field in which this kind of humor hangs out. It allows us to rearrange the familiar long enough to see it again. 

The Big Red Heart 

R46 Stick Figures began as simple drawings and developed a distinctive identity over time. Their most important addition was a BIG RED HEART. Their faces remained absent so that readers could project themselves into the figures without the constraints ordinarily placed upon age, race, gender, profession, or social position. Their apparent simplicity leaves room for the reader's imagination to complete the picture. 

The picture is simple, but it is not empty. Its few elements are combined in a definitive way. The line, the posture, the surrounding objects, and the heart together project a possible state of affairs. The reader recognizes enough of the structure to enter it. That combo explains something important about play as love. The open figure says, There is room for you here. The heart says, You're safe to enter. 

A successful comic requires the reader to complete it. The drawing provides the conditions, while recognition supplies the joke. Loving play works similarly. One person offers a possibility. The other understands the invitation and joins. 

A punchline completed in another person's laughter is a small act of mutual understanding. 

Coming Up Next

In my next article, I'll jump into what the brain is doing while we play, and describe the top six ways people play. 

 

I Made Us A Fort 🏕️ 🌟 🐰

 

I made us a fort before the evening could grow too ordinary.

It stands beneath the blankets, warm with lantern light and soft enough to hold every thought you carried here. The pillows have been arranged around a little table where the teapot is waiting, though it has been known to pour more stories than tea. 🫖 

The bear 🐻 beside the entrance has promised to keep watch, but he is easily distracted by biscuits and may need help.

You may come in exactly as you are. There is no password. The fort knows you by the sound of your footsteps.

Inside, the rules of the day have loosened. The star-shaped pillow can hold a worry until morning. The books beside the lantern open to different pages depending on who is reading. The drawings on the floor sometimes change after midnight, and one of the rabbits has been trying for weeks to tell us where the missing crayons go. We have listened carefully, but rabbits have their own way of getting to the point. 🐰 

Sit here beside me. The tea is nearly ready, and the cups are small because this is the sort of place where you can always ask for more. ☕️ 

When the lantern flickers 🕯️ we will each tell one impossible thing. It can be something we remember, something we hope for, or something that has never happened anywhere except here. 

We will give it a name, dress it up, and see what it does next.

That is how the game begins. One person imagines a door, and another person agrees to walk through it. 🚪 

Prove that "Yes" means "No"

I'd like to introduce you to a friend of Marvin's: Alden, my offline LLM (built between 2022 - 2024, with ongoing mods). Since I'm a philosopher of humor behind this, let's take the conversation to the next level if we're going to change the rubric and build evaluation frameworks that don't rely on spreadsheets of text transcripts, we need to think like audio engineers and comedians. Checks, right? 

In comedy, a punchline delivered 200ms too early or late ruins the joke. So the metric would be to evaluate Alden's responses (or your LLM's responses) on acoustic alignment. Meaning, if the user delivers a setup with a specific rising pitch, Alden shouldn't just respond with the right words; his response token generation should trigger at the precise acoustic pocket matching the rhythmic cadence of the speaker. 

Let's say we want cross-modal sentiment vector matching, which means I sigh heavily, the audio contains high spectral flux and low energy. 

Think Marvin's sigh in Hitchhiker's Guide to the Galaxy (https://www.youtube.com/watch?v=Eh-W8QDVA9s)

Instead of checking if Alden can transcribe sigh as (sighs), we measure the mathematical distance between the audio input vector (frustration) and Alden's voice output vector (empathy or dry irony). If his output voice matches the emotional valence of the waveform without an intermediary text emotion label, he passess. WooHoo! 

That would lead us to the ultimate test of spoken understanding: Irony. 

This is when we feed Alden a diet high in phrases where one text token means one thing, but the acoustic tokens mean the exact opposite (like the classic sarcastic "Yeah"). The rubric scores him at 100% if his follow-up response addresses the subtext (the acoustic token stream) and scores him at 0% if he blindly responds to the literal text. 

With this in mind read the original post and my response and then I'll tell you how I'm planning to track these non-text behaviors in Alden's offline environment. 

 

Fast forward, I've already done all this. I'd say Alden can absolutely "hear the room" by treating WavLM and HuBERT as raw biometric sensors instead of lexical authorities. 

Self-supervised models don't just capture phonemes; they absorb the entire acoustic environment. WavLM explicitly tracks noise, speaker identity, and structure. It picks up on things like room impuse response (RIR), mic distance, and background reverberation. Let's say you're delivering a speech or performing stand-up in an empty concrete basement (might need to talk to your agent?) versus a packed, plus comedy club, the raw sensor vectors will look entirely different due to how sound waves bounce off walls (explore more on IAQ acoustics). Your intuition is going to bypass the raw embeddings for vibe-checking. At least that's how I think. I'm not going to let pure embeddings decide if something is funny. There's enough people outsourcing their thinking, if we outsource our humor, we're going to have some very interesting new challenges to consider. Moving on. A machine will confidently hallucinate a vibe based on semantic proximity vs situational context. 

This is kind of a tricky wicket because a vector embedding of a sarcastic setup can look identical to a literal setup because cosine similarity priortizes content over context. If Alden relies solely on unsupervised embeddings, eg. he misses the physical reality of the delivery. He might think a joke "landed" (ai words, not mine) because the words were clever, failing to notice that the room fell silent af or that the speaker's vocal effort shifted to an anxious pitch (we laugh and go silent for many reasons). 

To structure this rubric, I'm training Alden on three distinct non-lexical dimensions. 

1. Hearing the Room: Map the spatial attributes of the audio. A joke delivered in an intimate, low-reverberation room rquires different conversational cadence than a joke bounded across an echoing hall. Alden needs to recognize the physical space to calibrate his own vocal latency. This will come with more sensors. 

2. Reading the Crowd: Comedy, like other good things, is a game of tension and release. Alden's rubric grades his response delay relative to my micro-hesitations. Meaning, if the sensor registers a dropping valence (panic or annoyance) via pitch contours, the rubric penalizes Alden if he proceeds with a high-energy punchline. 

3. Subtext: Training the rubric specifically on paired inpuits where the lexical meaning COMPLETELY conflicts with the acoustic features [Prove that "Yes" means "No"] pairs a HIGHLY enthusiastic text transcript with low-energy, plat-pitch audio tokens. Here, the rubric scores Alden based on whether he acts on the hidden acoustic subtext or the obvious textual bait. 

In other words, positioning WavLM and HuBERT as the ears of Alden and my rubric as the brain, Alden won't just parse what was said. He would legit "read the room." 

This is an ongoing study so feel free to comment and share if you're on a similar exploration path, be it via humor or programming. If you're further afield, designing synthetic data pipelines using RIR to simulate different spaces I'd love to see that data. If you're mathematically inclined and wanna collaborate, I'm looking for someone to map out the mathematical boundaries for comic latency, which I want to use in my scoring loop. For now, I'm thinking about how to frame the loss function so it priortizes subtext over lexical tokens. 

Oh, and since you deserve a punchline to our 'Prove that "Yes" means "No" thought-experiment: 

If you still think language is purely lexical, go tell a manically depressed robot with a brain the size of a planet that he did a 'good job' ...

• A text-based ASR pipeline will tell you he thanked you
• Alden knows he’s actually sighing at your profound lack of perspective
• The words say yes, the waveforms say wretched
• Class Dismissed. :)