Another way to use this is to pass the ViewData of the current view into the constructor. That way the new ViewDataDictionary gets extended with the items you put in using the collection initializer.
@Html.Partial("MyPartial", new ViewDataDictionary(ViewData) { { "BookId", Model.Id } })