clean girl means An aesthetic built around looking effortlessly put-together: slicked-back bun, gold hoops, dewy skin, linen, matcha. It's mostly used on TikTok and short-form video. It's casual and generally safe with friends and online. It's standard online vocabulary; nothing inherently concerning about hearing it.