I think the only button on the dialog is like "rememberer for one day" or something, right? Once you've clicked that, go to preferences -> websites -> locations

I think the only button on the dialog is like "rememberer for one day" or something, right? Once you've clicked that, go to preferences -> websites -> locations, change the affected site to "deny" and then "allow", and it's permanent.