Hello. This question is addressed in another thread.
The current answer is that for now, Rich Text Labels aren't supported in slice machine or the page builder. We will most likely add them to the page builder eventually to support existing customers like yourself, but we don't have an ETA for when that will be.
For the most up-to-date information about this, refer to the other thread.