Taken ___ (aghast) (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" , "dismayed to be taken thus?" , "Sternwards" , "To take someone -- is to surprise them" .)