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)(13,14)(15,18)(16,21)(17,22)(19,23)(20,26)(24,27)(25,28)(29,30)(31,35)(32,34)(33,40)(36,39)(37,41)(38,43)(42,44)(7,12)(9,11)(14,15)(16,23)(20,22)(24,25)(29,31,34,39)(30,35,32,36)(33,38,41,44)(37,42,40,43)(5,6)(7,9)(8,10)(11,12)(13,15,18,14)(16,21,23,19)(17,22,26,20)(24,28,25,27)(29,31)(30,36)(32,35)(33,38)(34,39)(37,43)(40,42)(41,44)(1,2)(3,4)(5,7,8,12)(6,9,10,11)(13,16)(14,19)(15,21)(17,25)(18,23)(20,28)(22,27)(24,26)(29,32,34,30)(31,35,39,36)(33,40,41,37)(38,42,44,43)(13,17,18,26)(14,20,15,22)(16,24,23,25)(19,27,21,28)(29,33,34,41)(30,37,32,40)(31,38,39,44)(35,42,36,43)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.