The spinning brush and the horse hair are creating a primitive type of Van DeGraff generator. The plastic housing of the cordless drill is an insulator that allows the static electricity to build up in the metal parts of the drill and she's getting zapped when she gets close to it.
https://en.wikipedia.org/wiki/Van_de_Graaff_generator
