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