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