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