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)(23,27)(29,30,34,37)(31,32,39,35)(33,41,43,36)(38,44,42,40)(7,11)(9,12)(16,24)(20,25)(23,27)(26,28)(29,31,34,39)(30,35,37,32)(33,42,43,38)(36,40,41,44)(5,7)(6,9)(8,11)(10,12)(13,14,17,18)(15,22,21,19)(16,20,24,25)(23,28,27,26)(29,31)(30,35)(32,37)(33,42)(34,39)(36,40)(38,43)(41,44)(1,2)(3,4)(13,15,17,21)(14,19,18,22)(16,23,24,27)(20,26,25,28)(29,32,34,35)(30,31,37,39)(33,40,43,44)(36,38,41,42)(5,6)(7,9)(8,10)(11,12)(13,16)(14,20)(15,23)(17,24)(18,25)(19,26)(21,27)(22,28)(29,33,34,43)(30,36,37,41)(31,38,39,42)(32,40,35,44)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.