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