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Lovelorn
Emotional intensity
Use 'lovelorn' to express deep emotional pain related to love, more than just feeling sad or upset. 
Not Reciprocal
'Lovelorn' is specific to situations where love is not returned, not just any kind of romantic sadness. 
Duration of feeling
The term often implies a prolonged period of suffering, not just a temporary feeling. 