Price Set Fee Values don't show up on Event Info page

When you have an event and create Fee Items (radio button) within the event, the event fee information will show up on the Event Info page.

When you create a Price set, with similar fee items (radio buttons with the same values) and you use that Price Set in the Event instead of the direct Fee Items, and then save the event, the price/fee information will not show up on the Event Info page.