Do I get extra Action Tokens when preparing for the 2nd Round?
Possibly
When you prepare for the Round II, you gain UP TO the amount of Starting Action Tokens listed on your Leader Mat. Note that if you already have this amount of Action Tokens or more, you don't gain any more.