#3
Technically I don't really understand them but practically they:

1) Increase sustain (particularly when playing clean) big time.
2) Beef up the overall tone (again particularly when clean, under gain it's barely noticeable).
3) Increases noise (from AC adapters, etc) because it increases the signal sensitivity.

The first reason is the big one. When playing clean it's a different of night and day.