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