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