Unamazing language curmudgeon

I find myself unexplicably annoyed by the current use of amazing to mean "wonderful" or sometimes even just "big." Amazing: causing surprise, wonder, astonishment. When we describe someone's comportment in a situation, or simply their personality as "amazing," are we implying that wonderfulness is astonishing or surprising?