When the suspect pulled out a knife, the woman yelled for help and was able to escape.
Police say the suspect is a Hispanic man with black hair, about 5 feet 6 inches tall, and weighs about 180 pounds. He was wearing a blue shirt and a white cap.
If you have any information on the attempted rape, call Pasadena police at (626) 744-4241.