If you look under options...view, there will be an autocompletion checkbox. If you have this selected, you may be able to get your search query back by entering a single digit in the search field at a time. Otherwise, you can do what I do: find a website that has album/lyrics information to find the songs you love but can't think of. An interesting web site to try is http://www.popculturemadness