The film lacks any discernible presence of non-cisnormative identities. Romantic dynamics are strictly heteronormative, focusing on the protagonist and Urvashi without queer agency.

Characters adhere to traditional binaries and archetypes. The narrative relies on a 'good girl/bad girl' dichotomy, reinforcing reductive feminine stereotypes rather than challenging them.

The cast is ethnically homogeneous, typical of the Hindi film industry. The story focuses on class tensions between wealthy criminals and the law rather than ethnic intersectionality.

Themes of moral relativism are framed through individual professional ethics. The film follows traditional crime drama tropes rather than offering a systemic critique of institutions.

There is no evidence of characters possessing visible or invisible disabilities. The narrative does not engage with neurodivergence or physical impairment.