With Jesus being a Jew, and this being a Jewish feast, there is no historical precedent of "grape-juice" being used...ever. Wine was very, very common in Jewish feasts, and Jesus even alludes to wine in several parables.
And, at The Last Supper (Seder) Jesus certainly had wine.