There's a video Geoff did that's not part of All The Stations about how when he was younger other people teased him for being a "train spotter" and he later realised not just that being a "train spotter" isn't bad, but that's not what he is, he does kinda like trains, but mostly as this series illustrated Geoff is interested in the infrastructure like stations, the trains just run on it.