UPDATE:
I was just making myself a pot of this and as I was digging around in the bag with my teaspoon I uncovered an enormous vanilla bean pod. Must be why I missed the flavor the first time! I left the pod in the bag but even so this pot is veeeeeeeeeeeeeeeeeery vanilla-y!