 When the single was released, Lauper performed it at the American Music Awards, The Late Show with David Letterman, The Arsenio Hall Show, and "The Tonight Show".Tommy Page also covered the song on his 1996 album Loving You.Holly George Warren of Rolling Stone described That's What I Think as a song with "throaty belting".