Like shane said, check with the station - or ask when you buy a ticket.
Be aware that rail staff are often less than the happy smiling people they are depicted as on the posters; last time I took a bike on the train they were shockingly rude.
It shouldn't be a problem iv'e done it before and some trains have special bike racks where you can lock your bike to, any First train should have this bike rack.