The electrons first strike a "scintillator plate" where they kick out photons. To do this, the scintillator incorporates special "phosphor" atoms that convert the electron's kinetic energy to light energy. This is the same thing that is occurring on the CRT screen of your PC.
The photons then move along a light pipe until they reach the front face of an "electron multiplier" vacuum tube.