Listen to Happiness Is Just A Thing Called Joe online. Happiness Is Just A Thing Called Joe is an English language song and is sung by Sarah Vaughan. Happiness Is Just A Thing Called Joe, from the album For Lovers - Sarah Vaughan, Billie Holiday, Nina Simone, was released in the year 2005. The duration of the song is 3:49. Download English songs online from JioSaavn.