In order to set the default picklist value based on the record type, you must do the following:

1. Go to Setup.
2. Go to Build -> Customize -> Opportunities -> Record Types.
3. Click Edit next to the Picklist.
4. Set the value in the Default drop-down.
5. Click Save.