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