 "How Can I Unlove You" was written by Joe South, who had also written "(I Never Promised You a) Rose Garden".The song was produced by Anderson's husband at the time, Glenn Sutton, who had also produced "(I Never Promised You a) Rose Garden".A Bluegrass version of the song was recorded by Anderson for her Grammy-nominated 2004 album, "The Bluegrass Sessions".