For people like me who have no idea how to fill up the forms, here is a a quick guide.
■Go to the Tax office.
Or, if you are like me working 2 hours away from the nearest tax office (from your house), you can just call them and ask the forms to be delivered to your door.
The telephone numbers can be found here (japanese).
Happy filling tax paper for everybody.