"Fake & True" was composed by Kass with lyrics written by Jam9.It was described as a retro-feeling synth-pop song that incorporates vibrant brass and deep-house elements and it's "meant to focus on the idea of being truthful to oneself in the pursuit of success and goals, rather than accepting the falsity of settling".