An inappropriate expectation. PDF uses a "page" model (see ISO 32000-1:2008).
A change to a specific page's zoom is just that - a change to a specific page.
If it is desired for the PDF's pages to be render full screen the user simply makes that selection and the application complies.
All pages (next or previous) are rendered full screen.
The application Help provides the details.
Be well...