What if bad actors figured out a way to identify google's emulators and avoid doing bad stuff in that situation?

The part i said "google develops browser solutions to prevent issues like this" is exactly what features policy will end up doing. But google's ad systems and chrome features don't always move at the same speed, but you can be sure that whatever ad malware team is finding will help chrome team to strengthen their defense.