Driver made her directorial debut in 1981 with You Are Not I, a short subject film based on a Paul Bowles story and co-written by Jim Jarmusch. Shot in six days on a $12,000 budget, it developed a following soon after a well-received premiere at the Public Theater, only to be pulled out of circulation when a warehouse fire destroyed the film's negative. Rarely seen, it was still championed by renowned critics and film journals like Jonathan Rosenbaum and Cahiers du Cinéma, which hailed You Are Not I as one of the best films of the 1980s. Considered 'lost' for many years, a print was later discovered among Bowles's belongings. Driver was awarded a preservation grant from Women in Film and Television. The restored film screened in the Master Works section of The New York Film Festival 2011.