The settings for Okular are in Okular under Settings → Configure Okular.
Okular does not have a configuration to select the default setting of the “scale mode” in its PDF Options printing options page, it does not even remember the last used value.
This is probably a good feature to have so you should request it by opening a ticket in bugs.kde.org.