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