First the mechanical momentum of the generation system will cause a rise in the grid frequency and if this rise is great enough some of the generators will trip off line on overspeed. Most of the time the generation system governors will reduce the mechanical power into the generators and the frequency will return to normal. It can also, as you said, cause an overvoltage.
Don