For those of you who want a more direct hint as to where to find these! (Spoilery, I suppose, but that's why you want this article.)

The Proton Axe can be found inside Poseidon Reservoir.

The Electron Axe can be found inside Poseidon Energy Turbine.

The Neutron Axe can be found inside Poseidon Energy.