 A change in tempo occurs during the breakdown, where instrumentation from trumpets is included.Lyrically, the song evokes a psychedelic fantasy landscape, in which pink elephants roam with dancing moons and mermaids.Upon its release, "Dear Jessie" received mixed reviews from critics, who felt that about the fantasy imagery of the song was overdone, but complimented its composition.