dark academia means An aesthetic built around Oxford-college nostalgia, old libraries, Latin, tweed blazers, dusty candles, and black coffee. It's mostly used in casual online conversation. It's casual and generally safe with friends and online. It's standard online vocabulary; nothing inherently concerning about hearing it.