As a meme sound, go crazy, go stupid, aughgh works because it is instantly readable: a hype chant followed by a scream needs no context to land. It circulates on soundboards and in short-form edits, where creators reuse it as shorthand for losing control, celebrating too hard, or reacting to something absurd. Its popularity comes from that versatility, since the same clip can score a win, a fail, or a deliberately over-the-top reaction without explaining the joke.