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Baffle
Unexpected Situations
Use 'baffle' when something is so confusing it's hard to make sense of. 
Not Just Surprised
'Baffle' implies being puzzled deeply, more than just being momentarily surprised. 
Emotional Response
When 'baffled,' a person often feels a mix of surprise and frustration. 