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