I'm curious if "the book" in question is the bible?
Does anyone know where this term first entered the lexicon?
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According to EtymOnline the saying dates back to 1932 and refers to a "law book" during sentencing.
To throw the book at (someone) is 1932, from notion of judge sentencing a criminal from a law book full of possible punishments.