I think the problem is not so much "the fold" as it is the blank space there making it seem like the bottom of the page, so it has the same blocking effect as, say, a strong line.

Maybe some sort of visual cue or "bridge" would encourage scrolling, like stepping the paragraphs, or using an alternating left-right text-graphic layout.