I wear earphones and listen to podcasts on my way in. I just leave the earphones in and if anyone tries to make conversation I point to my ears and shake my head.

Along the lines of stupid questions, my favorite is when it's raining.

Moron: "Hey it's raining, did you get wet?"

Me: "No, I dodge the raindrops".