You'll get alot of advice here but I'll throw in a little more:
- Narita is a neat little town - very easy for westerners to visit, get around, eat, etc... Probably the biggest airline town in the world.
- Mt Fuji is only hikeable for a few months each year. There's websites on when to go.
- Kyoto's on that high-speed line I was describing, above....