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