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