The film lacks any visible LGBTQ+ characters or non-cisnormative identities. The romantic structure is strictly heteronormative, focusing entirely on the male protagonist and a female heiress.

Gender roles follow traditional mid-century hierarchies. The female lead serves primarily as a foil to the protagonist, while narrative agency remains concentrated in the male lead's emotional and professional struggles.

Despite being set in the jazz era, the story centers almost exclusively on a white protagonist. The film lacks significant representation of the Black musicians who historically shaped the genre.

The narrative explores the tension between artistic integrity and commercialism. However, this is framed as a personal moral struggle rather than a systemic critique of social or economic institutions.

There are no prominent depictions of physical, sensory, or neurodivergent disabilities. The protagonist's alcoholism is treated as a personal character flaw rather than a nuanced exploration of health.