I think whats so great about the elderscrolls is the fact that the play can do whatever they want. If the OP wants to get the book, let them.
That being said, theres two things you can do.
- Kill her. (do not just attack her. Successfully taunt her until she attacks you)
- Steal the book from her. (Save first! Use a chameleon spell/scroll to up your odds!)
I'd personally recommend the second one. Less concequence. But the choice is up to you.
If you want to avoid the quest in general, head over to another fighter's guild hall and pick up some more quests!