The primary reason for threshold voltage roll off is the short-channel effect. As the channel length decreases, the electric field from the source and drain regions starts to influence the potential in the channel more significantly. This reduces the control of the gate over the channel, leading to a lower threshold voltage. Additionally, factors such as DIBL (Drain-Induced Barrier Lowering), carrier mobility degradation, and charge sharing also contribute to this effect.