TV highlights: 'Dance Moms' returns and 'Raising Asia' premieres on Lifetime

With Alison as her new roommate, Hanna goes down a dark path, while Spencer and Emily pursue a dangerous lead in their investigation to identify the dead girl in Alison's grave on "Pretty Little Liars" (ABC Family at 8 p.m.).