I think as a “genre”, it refers to being more than an aesthetic, but also a setting. It’s probably bastardized by now from the original meaning, but I’d wager that looking into the etymology of steampunk might help you find what you’re looking for.
From there, it was probably like…“Well, steampunk, but with X! Xpunk!”