If you don't want to read a book on diversification, look at this picture: http://fycs.ifas.ufl.edu/younginvestor/images/unsystemic-ris...

Unsystematic risk means risks tied to holding individual stocks. Notice the x-axis. Holding more stocks (diversifying) means removing individual stock risk.