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)(15,23)(16,28)(17,33)(18,35)(19,22)(20,27)(21,30)(24,34)(25,41)(26,40)(29,38)(31,36)(32,39)(37,43)(42,44)(1,2)(3,4)(5,7)(6,9)(8,11)(10,12)(13,15,18,27,19,26,34,17)(14,20,24,23,22,33,35,40)(16,29,32,31,30,25,42,43)(21,37,39,41,28,36,44,38)(6,10)(7,11)(13,16)(14,21)(15,25)(17,31)(18,32)(19,30)(20,36)(22,28)(23,38)(24,39)(26,29)(27,43)(33,37)(34,42)(35,44)(40,41) involution — undirected(2,4)(6,10)(9,12)(14,22)(15,26)(16,30)(17,27)(24,35)(32,42)(36,37)(38,41) involution — undirected(13,17,34,26,19,27,18,15)(14,23,35,20,22,40,24,33)(16,31,42,29,30,43,32,25)(21,38,44,36,28,41,39,37)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.