In train tunnels that electric trains use the characteristic smell you get is from ozone, a variant of oxygen that is O3 compared to the standard O2. It's produced by the arching around the moptor contacts. I think it might be the same story with EMs.  Don't know how it lasts if they aren't played for a long while.