Architect Robert Rodes McGoodwin drew up plans to cloak the entire building in sedate Collegiate Gothic brick and stone. The first step toward this was the 1931 addition of a reading room facing College Green (now the Arthur Ross Gallery) that masked the iron-and-glass stacks.
Almost perversely, McGoodwin's incongruous Collegiate Gothic addition was dedicated as a memorial to Horace Howard Furness, however H.H Furness's Shakespeare home library home was housed in the addition before being moved to Van Pelt Library. A garden with plants found in Shakespeare's works was grown in front of the addition.