One vertex per element, one color per generator, with an edge from x to x·s.
(1,2,4,3)(5,6,8,10)(7,11,12,9)(13,14,18,23,19,24,35,25)(15,26,28,37,29,22,17,20)(16,30,33,42,34,21,38,41)(27,40,31,36,43,39,32,44)(2,3)(5,7,8,12)(6,9,10,11)(13,15,19,29)(14,20,24,37)(16,31,34,32)(17,35,28,18)(21,39,30,40)(22,25,26,23)(27,38,43,33)(36,42,44,41)(6,10)(9,11)(13,16,18,33,19,34,35,38)(14,21,23,41,24,30,25,42)(15,27,28,31,29,43,17,32)(20,36,26,39,37,44,22,40)(1,3,4,2)(7,12)(9,11)(13,17,18,15,19,28,35,29)(14,22,23,20,24,26,25,37)(16,32,33,27,34,31,38,43)(21,40,41,36,30,39,42,44)A Cayley diagram is a choice, not a fact about the group. Another drawing of this group — in a book, or on a different generating set — may look nothing like this one.