As far as I know, it's best not to show a shocking emotion because this amuses a baby, for some reason I really don't know.
Try your best to keep stern, although it may be a big challenge. You can also talk to your kid and make cues that it isn't a good thing to do. Eventually, he may learn from it.
Magbasa pa