One vertex per element, one color per generator, with an edge from x to x·s.
(2,4)(6,9)(7,11)(13,14,19,24)(15,20,28,37)(16,21,18,23)(17,30,32,22)(25,34,26,35)(27,42,43,36)(29,40,33,38)(31,44,41,39)(5,6)(7,10)(8,9)(11,12)(13,15,19,28)(14,20,24,37)(16,26,18,25)(17,31,32,41)(21,35,23,34)(22,39,30,44)(27,29,43,33)(36,38,42,40)(1,2,3,4)(15,25)(16,18)(20,34)(21,23)(26,28)(27,41)(29,33)(31,43)(35,37)(36,44)(38,40)(39,42)(5,7,8,11)(6,10,9,12)(13,16,19,18)(14,21,24,23)(15,26,28,25)(17,29,32,33)(20,35,37,34)(22,38,30,40)(27,31,43,41)(36,39,42,44)(6,9)(10,12)(13,17,19,32)(14,22,24,30)(15,27,28,43)(16,29,18,33)(20,36,37,42)(21,38,23,40)(25,41,26,31)(34,44,35,39)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.