The starting items are, as far as I can tell, based on the default gear of your currently available classes.
The least janky way to give the player guaranteed items at the start would probably be to mess with the tutorial encounters, adding a hidden enemy that applies a hidden token that adds your items to the inventory at the start of the next day.