Stunned, and not in a good way (6)
I believe the answer is:
aghast
(Other definitions for aghast that I've seen before include "Stupefied with horrer" , "Thunderstruck" , "'Horrified, shocked (6)'" , "Amazed" , "Appalled, shocked" .)