I mean, a lot of the early astronauts were muscle-bound nerds. They were in the military and mostly working as test pilots; physical fitness was paramount!
Without spoiling too much in the book he isn't muscley on earth but is once he is in space for a well explained reason. However, he's also meant to be clean shaven in space due to the same reason and it looks like they've changed that so who knows.