The film lacks any explicit depiction of non-heteronormative identities or same-sex intimacy. Character dynamics rely almost entirely on heterosexual tension and the femme fatale archetype.

A prominent female lead drives the plot through intellect and strategic manipulation. While she subverts the passive female archetype, her agency is tied to predatory motivations within a traditional noir framework.

The cast is largely homogeneous, reflecting the systemic exclusion of non-white actors in 1931. The narrative focuses on a predominantly white, urban criminal underworld.

The film explores moral relativism by centering on characters motivated by greed. It presents a criminal underworld where subjective ethics supersede traditional Western institutions like law and order.

There is no discernible representation of physical, sensory, or neurodivergent identities. The narrative does not utilize disability as a central theme or plot device.