To expand on what Luis explained, to maintain a fixed aperture as the zoom lengthens, you need larger glass elements: when you zoom in, the focal length increases, and since the aperture is expressed as a fraction of the focal length, the larger that focal length gets, the larger the glass needs to be to maintain this large aperture. Clear so far?
Now, zoom lenses focus (autofocus or manual) at the largest available aperture for a given focal length. So, the other big advantage of a constant aperture zoom is that you'll always focus at the largest, and therefore brightest, aperture available.