It seems you have experienced a contact dermatitis reaction to a chemical in the soap. You can get information on the subject from the FDA at http://vm.cfsan.fda.gov/~dms/fdacderm.html

It would be a good idea to contact your doctor and also call customer services at AA.
I expect they will be obliged for occupational safety and health law reasons to have a full list of components in their soap