No, there is no tea in tea cakes. Rather, the name is based on the recommended pairing of the cookies with a cup of tea. That said, tea loaf cake, which is a different food sometimes referred to as tea cake, does typically contain tea. Earl Grey is the most common, but others may be swapped in as well.