That's a prime number and those diagonals were present for all primes I tried. There's probably a name for that.
I though it was interesting so here is a picture: http://i.imgur.com/KpbfuSz.jpg
Between the purple and blue lines, there are a couple of segments desperately trying to form a line, but failing.