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Melancholy
Emotional State
Use 'melancholy' to describe someone's sad emotional state, not just a temporary bad mood. 
Subtle Expression
'Melancholy' often implies a quiet, reflective type of sadness as opposed to loud or dramatic. 
Cultural Reference
In literature, 'melancholy' can be associated with romanticism, where sadness has a poetic quality. 