"Book" refers to the record of positions kept by a broker or specialist before the advent of computers. It was a record of all shares owned, so buying the book meant that an investor was taking all the broker's shares off his hands. This type of trade can end up being a very large trade in high volume stocks and may increase the price other investors are willing to sell at.