Positive Books:
Loving What Is by Byron Katie - a slightly alternative approach to positive thinking - you question your own negative and faulty thoughts - but many swear by it
The Power of Now by Eckhart Tolle - overcoming negative thoughts not just by turning them around or speaking positive thoughts, but by elevating your consciousness to a higher plane.