Nikko National Park is a short train ride from Tokyo if you want to escape for a day.
I'd highly recommend a trip to Hiroshima to visit the A-Bomb Dome and Peace Museum and a day at Miyajima Island, although this would mean cutting short either Osaka or Kyoto.