The film lacks meaningful LGBTQ+ presence or non-cisnormative identities. The narrative remains strictly within a heteronormative framework without queer subplots.

The story centers almost exclusively on a male protagonist's psychological descent. Female characters function as peripheral catalysts or victims rather than independent agents.

The film features a predominantly white, male-dominated investigative circle. The depiction of the urban underworld lacks intersectional depth and high-agency characters of color.

Themes of moral relativism and voyeurism are explored through personal obsession. The film lacks a structured critique of capitalism or organized religion.

There is no prominent or nuanced representation of physical or neurodivergent disabilities. Psychological trauma is treated as a plot driver rather than lived experience.