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