The film adheres to conventional heteronormative structures typical of mid-2000s commercial cinema. There is no evidence of queer narratives or non-cisnormative gender identities within the plot.

Natasha Kapoor provides a moderate subversion of gender roles by transitioning from a victim to an active agent of revenge. However, the plot remains driven by a male-led hierarchy.

The film features a diverse cast and an eclectic ensemble of characters. While it adopts a Westernized aesthetic, it does not use race or ethnicity as a central thematic driver.

The narrative deconstructs traditional morality by centering on scamsters operating in moral gray areas. It prioritizes situational ethics and survival over standard institutionalized morality.

There is no significant evidence of characters with visible or invisible disabilities being portrayed with agency. Characters are defined by professional skills rather than navigating disability.