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A shoulder to cry on
Emotional Support
The phrase signifies offering emotional comfort to someone who is upset. 
Metaphorical Use
The phrase is metaphorical; you don't actually cry on someone's shoulder. 
Informal Expression
It's an informal expression, used more in personal conversations than formal settings. 