you could knock me over with a feather

You could knock me over with a feather is an older idiom phrase which means that you were extremely surprised or startled by something that has just happened or been heard. It means you are so surprised that you were nearly disoriented with the shock and at that moment in time, probably could have been knocked over very easily (not literally), with something as light as a feather.