Taken __ (surprised) (5)
I believe the answer is:
aback
(Other definitions for aback that I've seen before include "Towards the rear (arch.)" , "One is surprised when taken thus" , "Sternwards" , "To take someone -- is to surprise them" , "impeded by headwind?" .)