The single was successful enough to land Gaye his first top forty pop single in 1963 with "Hitch Hike" reaching number thirty on the pop singles chart while reaching number twelve on the R&B singles chart.[1]
Background
This time instead of confessing to being stubborn, the singer is now hitchhiking on the look out for his girl, who he feels has run so far that he has to travel "around the world" thinking of places she could have found herself at including St. Louis, "Chicago City Limits" and "L.A."[2]
The song sparked a brief dance craze when audience members from American Bandstand performed the "hitch hike" dance. Marvin performed the song on the show and also did the move onstage. The dance was also performed during Marvin's performance of the song in the T.A.M.I. Show. Cash Box described it as "a fetching, shuffle beat cha cha blueser...that the chorus-backed Gaye decks out in potent r&b-pop style."[3] Like "Stubborn", Martha and the Vandellas accompanied Gaye on this song.
James & Bobby Purify released a version of the song on their 1967 album, James & Bobby Purify.[4]
Paul McCartney performed a live cover of the song during his 2011 performance at Comerica Park in Detroit, Michigan.[5] Another song which is likely based on "Hitch Hike" is "You Can't Do That" by The Beatles, especially the use of cowbell and congas and the pronounced stops at the end of each verse.
Martha and the Vandellas, who recorded backing vocals on the original version, covered it on their album Dance Party. Their version uses the original backing track with the Vandellas' backing vocals intact, in addition to Martha Reeves's lead vocal, Rosalind Ashford and Betty Kelly's harmony vocals, and added percussion from the Funk Brothers.