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