OK I've figured it out. The problem is that because my HTML page was growing taller than the display, whatever I did, the WebView was scrolling it.
To prevent the WebView from scrolling, I first had to constrain the height of my HTML to the height of the viewport. Once I did that, there was nothing for the WebView to scroll, so I'm getting the effect I'm looking for.