What is steampunk and why does it exist?

Why do so many writers imagine alternative steam-powered futures, enough to fuel a whole science fiction subgenre? Why focus on a turn-of-the-century aesthetic? A trip to Wuppertal and a museum in Berlin helped me understand where the fertile seeds of steampunk lay.