Set pressure cooker to "sear" and adjust time to 10 minutes.
Add cinnamon sticks, cloves, star anise, juniper berries, black peppercorns, and bay leaves. Stir to release natural oils, about 5 minutes, then add water.
Set pressure cooker to "slow cook" and adjust time for up to 9 hrs.