'"Like "You Won't See Me" and "We Can Work It Out", "I'm Looking Through You" focuses on McCartney's troubled relationship with Asher.Gould describes it as the "disillusioned sequel" to McCartney's other 1965 songs centring on "a face-to-face (if not necessarily eye-to-eye) encounter between two lovers".