I don't know which line you are taking, but the ones I use will not let you board if your pet is not in a carrier.

Amtrak only allows dogs & cats up to 20 lbs in a carrier with current vet records for an additional fee and not on all routes. It's also limited to 5 total on the train so if 5 other people are already on with a pet, they won't let you on.