Feynman's book [*QED: The Strange Theory of Light and Matter*](http://www.amazon.com/QED-Strange-Theory-Light-Matter/dp/0691024170) is probably your best bet. He spells out what is going on in the equations of quantum electrodynamics in about 120 pages and briefly touches on how these equations generalize in other parts of QFT.