I like textless icons - icons with text can be great, especially if it's funny in a way that fits the icon like yours always do - but I never miss it if it isn't there.

I won't exactly throw hissy fits but I'm not too fond of people doing it, mostly because they usually do such a bad job of it and I don't want others to think that I did something like that - pure vanity really :-)