We consider four examples of short step lattice paths confined to the quarter plane. These are the Kreweras, Reverse Kreweras, Gessel, and Mishna-Rechnitzer lattice paths.The Reverse Kreweras are straightforward to solve and thus interesting as a contrast to the Kreweras paths and Gessel paths as the latter two have historically been significantly more difficult to solve. The Mishna-Rechnitzer paths are interesting as they are associated with an infinite order group. We will give some geometrical insight into all these properties by considering the Weyl chambers associated with their step sets.For Reverse Kreweras paths the Weyl chamber walls coincide with the quarter plane boundary and hence the problem is readily solvable by Bethe Ansatz or by using the Gessel-Zeilberger Theorem. For Kreweras paths the quarter plane corresponds to the union of two adjacent Weyl Chambers and hence neither the Bethe Ansatz nor the Gessel-Zeilberger Theorem are directly applicable making the problem considerably more difficult to solve. Similarly, the quarter plane for Gessel paths is the union of three Weyl chambers. For Mishna-Rechnitzer paths the step set has non-zero barycenter leading to an affine dihedral reflection group. The affine structure corresponds to the drift in the random walk. The quarter plane is the union of an infinite number of Weyl alcoves.