Mustafa was born in Masyaf and is the eldest of three daughters. Her family was politically active and liberal, and her father took Wafa to demonstrations in Damascus in support of Palestine starting at age 10. She protested in front of the Libyan embassy at the beginning of the First Libyan Civil War, and when Syrian authorities attacked protesters and the Syrian civil war began, she became involved in protests.