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