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