There's a store in B2 of the Q-Square department store which is right next to Taipei Main Station, or the 7th floor of the Sogo at Zhongxiao Fuxing (the one directly connected to the MRT station), take the blue line from Taipei Main or Ximending stations. Alternatively there's also a popup-store at the Taoyuan HSR but the selection is likely to be limited.