that store is at 11-7 Wenchang Street, near the intersection of Guangguang Street.
You can take the No.112 bus, get on at Xinyang Road (the intersection of Ansheng Street) and get off at Xuanhua Street Station. The place to get off is Wenchang Street. You need to take the aisle first, and then walk back, which is about 5 meters.