The horizon obscures the parts of the circle that we can't see. As the sun gets closer to the horizon, more of it becomes visible. At sunset we can see a full semi-circle. As the sun gets farther from the horizon, we see less and less of the circle, and therefore it appears only in an arc shape.
There is a way to see the full circle, according to AccuWeather: Go up in a plane.