Edinburgh had forged a commanding 31-14 half-time lead as Allan Dell, Blair Kinghorn, Nasi Manu, Hamish Watson and Damien Hoyland all crossed the whitewash, but had surrendered that advantage going into the final ten minutes.
But while Hodge accepted his side had stumbled after the break, he believes in defeating last season's beaten finalists, the Scots have taken a massive step forwards.
"To come back and play the way we did for half an hour was unreal," he said.
"It's so good in a lot of ways. There was a big crowd here as well so hopefully they've not just been entertained but seen what these boys are about.
"The second half we were all over the place for half an hour - sin-bins, discipline, penalties, we were getting sucked into drives, everything.
"It was a huge penalty count against us and it was probably fair enough. We just lost our shape, we lost our discipline, we lost composure, we were making some bad errors, but when it was needed we somehow responded and got over the line.
"To come back, score another good try and keep them out was just unbelievable. I'm not entirely sure how we did it.
"Fair play to the players, they were magnificent and they should be proud of today, but we know there are still a lot of things to fix."
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