The mood of "Jealous Girl" is melancholic, nostalgic, and introspective, with a focus on capturing the pain and longing of a lost love. The song's inspiration is drawn from the classic American pop culture of the 1950s and 1960s, with nods to the works of iconic songwriters like Joni Mitchell, Bob Dylan, and Leonard Cohen.