East Germans were not reunited but rather "colonized" by West.
Politically I would say it was the other way round. Socialists and socialist-indoctrinated politicians (Angela Merkel) took over West Germany.
And yes, East Germans are only about a third of West Germans, so they have less influence, so that they may choose to vote the most contrarian (to West Germans) party.