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