Take a decoy

If you go to an event and you suspect there may be someone there who may compromise your politeness, take someone as a foil.  I went to a party last night and feared a troublesome person would be there.  So, I took a friend who vowed to keep me in tact.  The person didn't come but I was glad I'd put measures in place to avoid an unsettling situation.