Social Grace

Any ideas on how to gracefully bow out of treat time at a social gathering? I usually end up explaining the whole deal and why I can't eat the special treat they made (which usually looks super delicious). I'd rather just say..."(this is where I'd like to have someone put words in my mouth)."