Uncle Phil is right!
Would you rather be on the roof of the sears tower, or the roof of a 1 story building?
(10th orbital is sears tower and 2nd orbital is 1 story building lol)
The negative sign might confuse you but in the end, larger negative numbers are the smallest values. Therefore, they are the smallest energy values and thus the most stable.