There is, in fact, a faint odor.
Often, it matches the flavor of the liquid. I have had my room mate and people at bars successfully identify chocolate, coffee, watermelon, vanilla and strawberry.
The various tobacco flavors also have an odor but it's not really similar to anything else I can...