I live in NJ but I work in PA specifically Philly. On my W-2, box 15 states PA, is this wrong and did I have PA taxes taken out?

Box 15 states- PA

Do I have to file a non-resident PA return? When I went to claim only NJ, it stated that I owed NJ taxes which is when I thought something was wrong.