OK, forget what I said above. My advice is for you to tactfully point out that the other people are being unusually sensitive, and ask subtle questions designed to show your concern. Questions such as "Are you alright?" "Having a bad day?" or "Who pissed in your porridge this morning?"

Hope that helps.