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