Thanks for the feedback. I think I will go to the Tokyo Station and wander around Marunouchi area instead. I can choose a fast food place once there. I don't mind rolling my carry-on with me for the short-time I am there.
For purchasing train tickets, is it an easy thing to do? Will I be able to use a credit card?