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