Alright went with the 08:00 one, which is probably wise considering anything Deutsche Bahn related.
Now the question is; do I stay a day longer and try to see if I can catch a flight back (against policy) or do I leave on the day after the conference via train?
Not sure if Berlin is interesting enough for a day of exploring, considering I'd never want to move there.