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Nonplussed
Surprise Element
Often used when something is so surprising it causes confusion and stops you from reacting quickly. 
Unexpected Situations
Use 'nonplussed' to describe someone's reaction to events they didn't foresee and don't know how to handle. 
Subtle Reaction
The reaction is internal, so someone might appear calm but is actually nonplussed. 