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