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