 Biographer Marc Spitz notes that the track has a sense of "pre-apocalypse frustration" to it.Doggett notes that following the "panoramic vision" of "Five Years", "Soul Love" offers a more "optimistic" landscape, with bongos and acoustic guitar indicating "mellow fruitfulness.