Open a multi page document and disable it in

View / Continuous

Then try

Edit / Save current settings as default

If that still doesn't do it, you need to install dconf Editor and find the settings below, in

org / gnome / evince / default

I un-checked 'continuous' and it seems to work. I tested a few different PDFs and most worked as expected, without continuous mode. A couple did, but this may be because I had used the first method when changing something else.

Try it and comment again if it still doesn't solve it for you.