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