If you’re talking the whites, be prepared for cold/windy/snowy/icy conditions above tree line. The trails will be very muddy and slippery before that elevation.

If you’re talking a nature walk in Southern NH, than it won’t be mud season by mid May, but it will be black fly season which is pretty miserable.