So every place else on the internet that you see underlined words, do you think they're just emphasis, too?

I think from a usability engineering standpoint, it's best to have the link color different from the text color to make it easier to tell links apart from underlining used for emphasis. Underlining existed way before the WWW, and it *was* just used for emphasis... Having a different link color reduces the ambiguity.