pic taken from ehs.unc.edu
If the incident electron energy is high enough, it may interact with an (inner) orbital electron, ejecting it from its orbit. As the vacancy is occupied by an electron from a higher orbit, the (quantized) excess energy is emitted as a characteristic photon .
