I have not gone at the beginning of the cruising season but I hear the townspeople are nicer. They have been bored all winter and you are the first bit of tourists bringing money and activity. After several weeks you become just another tourist blocking the roads and stepping out in traffic.
I think you will see lots of snow on the mountains and possibly more ice in the fijords. It should be very pretty.