Mullen was born in Florence, Alabama, and grew up in Fort Worth, Texas. She was educated at the University of Texas and the University of California at Santa Cruz. She has taught at Cornell University and now teaches at UCLA. She has written both poems and prose poems since publishing her first book, Tree Tall Woman, in 1981. Her prose poems, which grow out of the Language poetry movement, wittily display human motivation with a linguistic basis.