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Throw the book at somebody
Legal Connotations
This phrase often appears in legal contexts, implying strict punishment within the law's full extent. 
Severity
It highlights the strongest possible action against someone, showing no leniency. 
Figurative Speech
Understand that it's a figurative term; no physical book is used. 