I ended up going to each of the Service Plans -> PHP Settings, then changing the default PHP version and saving.
Looks like this worked but not 100% sure yet.
Turns out that does not work. It does not actually "apply" the default PHP setting at all.
Still looking for a way to "apply" a specific PHP version on all domains if possible.