"What is this place?"

Seeker

A man suddenly appears in an empty parking garage with no memory of how he got there. Once he gathers himself, it dawns upon him that he's unable to leave this never-ending labyrinth. The key to escape, finding his missing shoe that was gifted to him many years ago.