I believe AA uses Aveda soap (www.aveda.com). Aveda products include plant derivatives. I would think it more likely you are allergic to one of the "natural" plant extracts than to the more standard soap chemicals.

Try contacting Aveda for a list of ingredients and potential you may want to enquire about likely allergens.