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