[Vuejs]-Vuex state not updating, state.dispatch no being called

You are dispatching to the wrong action. Change:

store.dispatch("setinventoryPageNumber", this.pageNumber);

to

store.dispatch("patchinventoryPageNumber", this.pageNumber);