And more info:
In code view, when I add the class to the <p> tag the change shows up immediately when switching to book view. However, a subsequent change to the stylesheet doesn't render until I close and re-open the program.
Doesn't seem to matter if the object is text or table.
<p class="note">This is sample text for a NOTE.</p>