I don't know of any bike shops in/around the Lower Queen Anne neighborhood where Seattle Center is--there used to be a Counterbalance there, but they've closed. I think Elliott Bay Bikes is probably the closest/most walkable option (it's probably a little less than 1.5 miles away).