That's the Rahway River East Branch. It flows South on its way to Millburn where it meets the West Branch Rahway coming down South Mountain reservation to form the greater Rahway River.

Also, the Elizabeth river begins in Newark at the old Vailsburg / Irvington boundary at West End ave.