The runaway girl in JoJo's Bizarre Adventure is a stowaway who disguised herself as a boy. She got entangled in their quest before being forcibly sent home after nearly getting victimized by a Stand user.
The recent Stardust Crusaders anime finally gave her a name: Anne.