Non-heteronormative sexualities appear within a landscape of social chaos and dysfunction. These elements are integrated into the protagonist's predatory behavior rather than being explored through nuanced or celebratory lenses.

The film is defined by extreme toxic masculinity and patriarchal hierarchies. Female characters lack meaningful agency, often serving as targets for the protagonist's misogyny and derogatory attitudes.

The Edinburgh police setting is depicted as a largely homogeneous environment. The cast is predominantly white, with a notable absence of racial diversity within the central character arcs.

The narrative offers a cynical critique of Western institutions and authority. It challenges the sanctity of institutional morality by framing the police force as inherently corrupt and susceptible to pathology.

Mental health is explored through a harrowing depiction of Borderline Personality Disorder. The film avoids typical tropes, instead using psychological instability to drive the narrative's distorted reality.