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