It happened at an apartment complex on the 100 block of Magnolia Avenue.
The apartment manager said several residents have reported seeing the man.
Police said they only have a vague description of the suspect. He was described as a thin Latino man between 5 feet 6 inches and 5 feet 8 inches tall.
Anyone with information was asked to call Anaheim police at (714) 765-1900.