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Disbelief
Shock and Surprise
Use 'disbelief' to express shock or surprise about something unexpected. 
Positive or Negative
Disbelief isn't always negative; it can be a positive reaction to surprising good news. 
Not Always True
'Disbelief' may suggest that the fact is true, but hard to accept. 