Bergen, indeed most of Norway, is pretty hilly. Walking gives you plenty of exercise. Motorists have to be extra careful to set the parking brake.
Wintertime in such a landscape is, to me, almost unimaginable, but then I've never lived in San Francisco, either. Our lodging was on a street just like this.