The film follows a strictly heteronormative structure. It focuses entirely on the romantic entanglements between the female lead and two men, offering no queer subtext or non-cisnormative identities.

Evelyn Nesbit navigates a patriarchal hierarchy using her social and sexual capital. While she shows some agency, her experience is largely defined by male volatility and the era's rigid social reputation.

The setting depicts a homogeneous Anglo-Saxon upper class. The film fails to introduce intersectional perspectives or racial diversity, reflecting a narrow demographic status quo of the turn-of-the-century era.

The story operates within a traditional Western framework of high-society hierarchies. It uses social institutions as a backdrop for tragedy rather than offering a critique of capitalism or religion.

There is no representation of physical, sensory, or neurodivergent disabilities. These elements are absent from the primary character arcs and the central narrative focus.