Reverse gate leakage, IG, limits the reliability of GaN HEMTs. We extract the components of IG flowing into the edge and area of the gate from the measured IG versus gate to source voltage, VGS, data of both low and high IG devices. The components are separated by analyzing the change in IG with gate length, LG. We estimate the short and long channel limits of LG for which the IG flows predominantly into the edge and area, respectively. Prior one-dimensional IG models based on the areal field are valid for simulating long channel devices. However, the IG of short channel devices should be modeled using the edge field, and can be reduced by techniques like field plate or high-k passivation which reduce the edge field. Also, we find the measured IG to be independent of the un-gated length, implying that IG flows via the channel rather than surface. Our work dispels any prior misperception of IG being area dominated irrespective of LG and gives the right direction for modelling and control of IG.