We don't generally collect for leisure reading. You are more likely to find romance novels at the Brooklyn Public Library, the New York Public Library, and the Queens Public Library systems. You can access their collections at:
Brooklyn Public Library - www.bklynlibrary.org
New York Public Library - www.nypl.org
Queens Public Library - www.queenslibrary.org