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Leave somebody holding the baby
Unexpected Responsibility
The phrase often implies a sudden or unexpected transfer of responsibility. 
Negative Connotation
It generally has a negative connotation, suggesting abandonment or unfairness. 
Informal Usage
The phrase is informal and best suited for casual conversations, not formal writing. 