I don't know whether you are ink painting or gouache watercolor painting, but I know that there is a street in front of Renmin New Village that specializes in selling painting tools, including pens, ink, paper and inkstones, and the business is also very good.
The name seems to be "Four Treasures of the Study Zhai" or something, which is probably what it means, not far from Echo Bookstore.