• quite is good for expressing mild suprise at the extent/size: "I was quite pleased by the reception I received there."
• rather is a more posh version of quite.
• pretty, on the other hand, is to express faint enthusiasm: "I had a pretty good time, I might go there again sometime."
• fairly is even a bit less enthusiastic than pretty.