You most likely don't have to go to the embassy, you just have to pick the one that's closest to your location (or where Tunisians usually apply) for the e-visa system.
Turn your phone sideways to see more options. This happened to me too and I couldn't see the option to go back and pay for my first application until I turned my phone sideways.