The first wave of meme adoption did not happen on social video apps. It took root in the mid-2000s on Newgrounds, 4chan, and early YouTube. Early creators stripped out Alan Silvestri's sweeping orchestral score and swapped in chaotic electronic music. One sequence stood out above all others: the runaway locomotive skidding across a frozen lake while the Conductor attempts to pin down a rogue cotter pin. That single ice track scene sparked the Conductor drifting train meme.
By 2012, animators had synchronized the locomotive's frantic skid to the high-tempo eurobeat track "Deja Vu" from Initial D. The resulting clip spread across Tumblr and Reddit as the ultimate train drifting gif, functioning as visual shorthand for barely controlled chaos, last-minute college exam cramming, or sudden market volatility. The scene worked perfectly as a meme template because the cinematic physics were already absurd. The train banked at ninety-degree angles on cracking ice while the crew hung on by their fingertips. The internet simply took the movie's inherent melodrama and pushed it into hyper-kinetic satire.