Actively wanting to run games instead of wanting to play games and being willing to run them to make that happen.
It only took me, what, a couple hundred hours of active practice over five years and as many systems (along with easily thousands of non-GM table hours, podcasts, reading, daydreaming, prepping, analyzing) to get there? Easy-peasy!!