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Hold somebody to ransom
Literal Usage
Originally, it refers to kidnappers demanding payment for the release of someone they've captured. 
Metaphorical Sense
It's used metaphorically to describe any situation where someone is forced into a choice by severe threats. 
Negative Connotation
The phrase often implies an unfair or immoral power imbalance. 