Let out a loud yelp and turn away from the pup ignoring it for a few minutes whenever it mouths your hand, it plays on their natural instincts because that's how their dam and littermates would teach it when it was getting too rough.
Really wouldn't worry too much about it at this stage, a lot of pups go through this stage.