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Carry a torch for somebody
Unrequited Love
This phrase often suggests feelings that are not mutual, similar to loving someone who does not love you back. 
Emotional Weight
The phrase evokes a strong sense of longing or deep emotion for another person. 
Not Always Romantic
Though often romantic, it can refer to a platonic ideal or bygone connection. 