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