When used in a phrase like "I'm from the Valley", the Valley usually refers to the beautiful San Fernando Valley, a gi-normous suburb to the north of Los Angeles. It's main claim to fame is flatness, straight streets, shopping malls, and Valley Girls.
All the street names mentioned in Tom Petty's song "Free Fallin'" are from the Valley.