That Certain Feeling is a 1956 American comedy film directed by Norman Panama and Melvin Frank and starring Bob Hope, Eva Marie Saint, and George Sanders. The cast also features Pearl Bailey and a young Jerry Mathers. Based on the Broadway play King of Hearts by Jean Kerr, the film includes a song of the same name with music by George Gershwin and lyrics by Ira Gershwin, written in 1925. Bailey was one of many singers who made a recording of it.