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