Do some reading on the out-of-phase nature of quadrature encoder tracks. When you see a picture of the two square "waves" it will all make sense.
Long story short:
When A goes high
if B is high
moving forward
if B is low
moving backward
But I still highly recommend looking at a diagram of the tracks to see why this is.