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Finicky
Personality Trait
Finicky may imply a difficult personality when describing a person or animal. 
Negative Connotation
Often has a slight negative tone, suggesting over-particularity can be annoying. 
Subjective Choice
Finicky choices may seem unreasonable or without clear rationale to others. 