Go Downtown and you will find the festivals.
Tomorrow and Sunday are both good days to visit. Perhaps a ride over Paris Mountain on Altamont Road would be kinda fun since you're in the area. That is the toughest part of the US Pro Cycling Championship road race and it also is unique to this city being so close to downtown. Definitely at least drive thru Furman University as well.