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