I think that tends to produce a distribution clustered at the poles. At high latitudes, the impact of the longitude is much smaller than it would be around the equator. Mathworld has a nice write up that visualizes the effect and details more of the reasoning for the Gaussian method.

[0] http://mathworld.wolfram.com/SpherePointPicking.html