Explanation B2:

The dimensionality as observed from the residual variance curve is 4, which is clear from the movement of the arms in the figures.Each hand has 2 degrees of freedom, the motion of upper arm and the lower arm,(theta1 and theta2,both independent). Hence the random motion of both hands make 4 degrees of freedom