In the discourse surrounding India’s developmental trajectory toward becoming a "future-ready" nation, mainstream paradigms consistently prioritize tangible metrics such as gross domestic product (GDP) growth, technological infrastructure, and macro-level educational enrollment data. However, this chapter argues that structural advancement remains fundamentally incomplete without a simultaneous evolution in institutional ethics and human values. Grounded in political science, feminist organizational theory, and post-colonial sociological literature, this study explores the phenomenon of gendered incivility within Indian professional and academic institutions. It conceptualizes incivility not as isolated interpersonal friction, but as a deliberate, covert mechanism of micro-political power designed to enforce traditional hierarchies. Unlike overt harassment, workplace incivility operates through low-intensity, ambiguous behaviors such as systemic exclusion, epistemic invalidation, tone-policing, and the devaluation of authority which grant perpetrators plausible deniability while establishing a "chilly climate" for women. By incorporating Lilia Cortina’s selective incivility framework with Carol Gilligan’s ethics of care and Miranda Fricker’s concept of epistemic injustice, this theoretical chapter deconstructs how deeply rooted patriarchal norms intersect with caste-based stratifications in India to police gender boundaries and enact "status correction" against women. Furthermore, the analysis critiques current institutional reliance on purely legalistic, rule-based compliance mechanisms, particularly the Prevention of Sexual Harassment (POSH) framework, demonstrating their structural inadequacy in addressing the everyday erosion of dignity. Ultimately, this chapter proposes a paradigm shift toward a structural model of "relational dignity" and inclusive ethics, explicitly operationalizing the equity mandates of the National Education Policy (NEP) 2020. It provides a conceptual blueprint for building active, non-co-optable civility architectures, arguing that safeguarding psychological safety and intersectional gender equity is not a secondary policy goal, but a primary ethical imperative for sustainable nation-building.