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Hush up
Concealment
Often used when someone tries to keep a wrongdoing or mistake secret. 
Negative Connotation
The phrase carries a slightly negative tone as it suggests deception or dishonesty. 
Sensitive Situations
Commonly used in the context of sensitive or potentially scandalous situations. 