Field Notes on Chaos

Field Notes on Chaos

Viral Fire

The Physics of Social Contagion from Memes to Markets

Chris Hughes
Dec 01, 2025
∙ Paid

Introduction: The Unpredictable Spark

In the first weeks of 2021, a strange fire caught in the esoteric corners of the financial internet. On a Reddit forum called r/WallStreetBets, a community of self-proclaimed “apes” and “degenerates” began to coalesce around a single, improbable idea: to buy shares of GameStop (GME), a brick-and-mortar video game retailer left for dead by the titans of Wall Street. What followed was a spectacle of collective action that felt both momentous and completely unhinged. The stock price, which had hovered around $17 at the beginning of January, began to climb. Then it exploded, reaching a pre-market high of over $500 per share by January 28th, a surge of nearly 30 times its initial valuation.

To an outside observer, the scene was one of pure, incomprehensible mania. A unique lexicon emerged, a memetic dialect of defiance and camaraderie: traders had “diamond hands 💎🤲,” refusing to sell despite volatility; they pledged to “buy the f***ing dip” (BTFD) and take the stock “to the moon”. The phenomenon was fueled by a powerful and simple “David vs. Goliath” narrative, pitting a decentralized band of retail investors against powerful hedge funds that had heavily shorted the stock, betting on its failure. For a brief, surreal moment, it seemed the Goliaths were losing, with short sellers suffering billions in losses. The event was so jarring it prompted outrage from politicians across the aisle and became a Rorschach test for every imaginable concern about modern equity markets.

Was this simply a case of “mob psychology,” a digital-age Tulip Mania fueled by pandemic boredom and stimulus checks? To dismiss it as such is to describe the fire without understanding the flame. It’s an intellectual dead-end that observes the chaos but fails to ask the more important question: Is this madness random, or is it governed by underlying principles? Is there a method to it? The contention of this exploration is that there is. The sudden, explosive dynamics of social contagion—whether manifesting as a meme stock frenzy, a viral social movement, or a political firestorm—are not merely psychological quirks. They are emergent properties of a complex system, and their behavior can be understood not through traditional social science alone, but through the lens of physics and network theory.

Our global social network, woven together by digital platforms, can be modeled as a physical system, a substrate with its own distinct properties. And like other physical systems, it is capable of undergoing sudden, dramatic, and system-wide changes. The GameStop event was not just a financial bubble; it was the result of a narrative contagion reaching a critical threshold within a uniquely structured digital ecosystem. The narrative itself—the story of the little guy fighting back—was the virus, and its spread followed a logic akin to physical law. These viral fires are not bugs in our interconnected world; they are features of its fundamental dynamics.

This post is for paid subscribers

Already a paid subscriber? Sign in
© 2026 Adaptive Resonant Technologies LLC · Publisher Privacy ∙ Publisher Terms
Substack · Privacy ∙ Terms ∙ Collection notice
Start your SubstackGet the app
Substack is the home for great culture