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Gang up
Negative Connotation
The phrase often implies unfair or bullying behavior in social situations. 
Power Imbalance
It's used when one person is outnumbered and potentially overwhelmed by a group. 
Shared Purpose
People gang up for a common cause, which may not always be obvious. 