If I apply in the morning can I pick up my visa that same afternoon?

If you choose rush service and submit your application before 11:30 (12:00, I can't remember it clearly), you will get yours in the afternoon. However, the rush service must be permitted by the consular officer in some places. I think you should contact the Chinese consulate in your area first to confirm this.