The incident occurred Thursday evening on the 1900 block of West Westmoreland Street.
The suspect made off with $500 from the cash register after pulling a gun on an employee.
He was last seen fleeing the store wearing a unique jacket with the word "Japan" and a picture of a tiger on the back.
Anyone with information is asked to call police.