According to Chief Chuck Hasty, Officer Mark Peck responded to a call around 1 p.m. at Quail Court.
Peck learned that Johnson, 20, of Roanoke Rapids, took the victim's purse and ran away.
“Mr. Johnson is encouraged to turn himself to the Roanoke Rapids Police Department,” Hasty said in a statement.
Anyone with information on Johnson's whereabouts is encouraged to call the police department at 252-533-2810 or Crimestoppers at 252-583-4444.