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Fussy
Particular Preferences
Use 'fussy' to describe someone with specific likes and dislikes that they express strongly. 
Negative Connotation
'Fussy' often implies slight annoyance on the speaker's part towards the person being described. 
Not Always Serious
'Fussy' isn't usually used for serious issues. It's for minor habits or preferences. 