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