Some comments guessed that he could be an athlete. And his body and jumping skills support the theory.

Whoever he's, I have a feeling that he's someone well known in his field. The fact that he doesn't give his name to anyone leading my suspicion that if we just type his name on the internet, he would be there all over the page. But he should be not popular enough to make the commoners recognise him by his face.

He also has a phone. There's a room that he still communicate with the outside world.

I think Mr. Gu is a debt collector.  

Just the hottest man alive.

Whoops he's an athlete..

My guess (in line with the latest episode) was when he was talking to someone on the phone, he was probably on the run with someone in his organization (a gang or mafia possibly?) and they stay hidden by going to a rural area to cool off. And he said to MJ that he is a dangerous guy.

well i think he's a gangster or something similar

 JojoOnDatBeat:

Just the hottest man alive.

YES

Mystery men are attractive.

 JojoOnDatBeat:

Just the hottest man alive.

He is handsome and so HOT. I cannot take my eyes off him!!