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