"Wonder" as a noun does mean "surprise "
Your example uses wonder as a verb. It does not mean "I am surprised", but more like "I am thinking about it and I'm not sure what opinion to have or what conclusion to draw."
It's used in all varieties of English and is a very standard phrase.