Well, with food I think it always depends on what kind of surprise...
"Wow, these grapes are a lot better than other grapes." = good
"Wow, I found a clump of fur in my meat." = not so good
"Wow, the liquid running off my food is probably pure botulin. I didn't even think that could happen..."...