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