I found my lavender oil at the grocery, in the organic section. I think it was 6.99 or so. I have had the same bottle for years, so I think the cost was reasonable.
I don't know why you couldn't use any extract, like from the baking section? It's mostly alcohol. Orange or lemon would smell fresh! Or leave it out all together. I'm sure some people don't like the scents.