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