One of my favorite destination in this case is the city of Hakone at the lake Ashinoko. It's not fare away from Tokyo and you can enjoy if the weather conditions are good, a great view of the mount Fuji.
Need a little breath taking, than follow me...
Lake Ashinoko and the great view of the Mount Fuji