What is the meaning of the phrase "oh boy" in this context?

I have a friend who slips in "oh boy" in between his sentences a lot. It's not like an excited "oh boy!" it sounds sort of negative. He's from New York--does anyone know if "oh boy" to New Yorkers is like a euphemism for "this sucks" or something?