The main benefit of working at home is the lack of commute in my opinion. Such a waste of time.
Seeing as yours is only 10 minutes and your hours, I'd suggest that you stay in the office. I really can't see you getting any tangible benefit from it.
You will find that you work more hours if it is there at home with you.