I agree. Actually, the secret needs to be something that can be remembered well but not described well. Smell and maybe taste are very well suited for this.
Anecdotal evidence: I recently learned how a dead mouse smells but cannot think of any way to describe this smell. However, I could definitely identify this smell again.