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