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