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