The incident took place on 9 April at a clothing store in Yongsan-gu, Seoul.
Ms Xiang was in the store, trying on clothes for about an hour before she left, South Korean media report.
She was followed out of the shop by one of the staff who wanted to check the clothes she wore - originally from the store - were Ms Xiang's own.