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Penchant
Positive Emotion
Penchant often implies a positive emotional connection to the preference. 
Not Casual
'Penchant' suggests a more lasting or profound liking than casual preferences. 
Personal Taste
Use 'penchant' to describe personal tastes that shape someone's identity or choices. 