No: electricity is outside ETS2 because its generation already falls under the existing carbon market, ETS1. Electrifying vehicles or heating therefore takes the corresponding consumption outside ETS2's scope, provided its full cost and life cycle footprint are assessed.
Read the source article: Carbon tax in 2027 or 2028: what ETS2 will cost