Love Songs was the third Bee Gees compilation album in four years, though the first to cover a specific musical style. A proposed album of love songs was in the works around 1995 when the Bee Gees recorded their own versions of "Heartbreaker" and "Emotion", but that project was soon shelved and those recordings remained unavailable until 2001.