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