Turns out Gmsh was an excellent choice for a mesher. It is a very usable tool for creating structures Almost reminds me of mdraw.
The result is a 3d (quasi-1d) diode structure. The spot in the middle is the magnitude of the electric field. Visualization is done in Paraview.