A lure is something you use in fishing which helps attract the attention of the fish. The fish tries to swallow the lure, and is caught on the hook. You can also use it as a verb, meaning 'to attract' somebody or something.
So, it's saying that the book is trying to entice her to come back and read it some more.
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