I have already mentioned the great Fireworks display held at Lake Suwa in summer. This place is a gorgeous place to visit at any time though. It is the largest lake in Nagano and offers views to Mt Fuji on a clear day. You should take a train to KamiSuwa (local from Matsumoto).
This picture was taken by a friend of a friend in April 2003.