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Sick at heart
Emotional Weight
The phrase carries a heavy emotional load, suggesting deep sadness or disappointment. 
Metaphorical Use
It's a metaphor indicating emotional pain, not physical illness. 
Intensity of Feeling
Use it to describe intense feelings, more than just being a little sad or upset. 