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Folly
Negative Connotation
The word 'folly' often implies a negative judgment or disapproval of the action or belief. 
Not Always Serious
'Folly' can be used for minor mistakes as well as serious errors in judgment. 
Subjective Term
What one person sees as 'folly' might be considered reasonable by someone else. 