The film centers entirely on a heteronormative partnership. There are no depictions of non-cisnormative identities or narratives that challenge traditional social structures.

The story operates within a masculine framework of organized crime. While Helen Womack is a central accomplice, she largely fulfills the traditional gangster's moll trope.

The cast and central conflicts are predominantly Anglo-Saxon, reflecting the historical homogeneity of the era. No non-white characters are used to drive the central plot.

The film depicts the lawlessness of the Great Depression era. However, it treats criminality as a genre staple rather than a structured critique of systemic oppression.

There are no visible or invisible disabilities portrayed with agency. The narrative does not utilize neurodivergence or physical disability as a central element.