> I like the definition of extrovert and introvert that says that extroverts are regain their energy by being in group whereas introverts regains there by being alone.

That's the Big 5 meaning, which has some scientific backing. The other one that basically just means social/shy comes from Myers-Briggs, which while popular isn't based on anything and is pretty much just pseudoscience.