1000 Records is a hard limit. You have to use searchMoreWithId (Docs).
Code should look like this
$searchId = $searchResponse['searchId'];
$request = new SearchMoreWithIdRequest();
$request->searchId = $searchId;
$request->pageIndex = 2;
$moreSearchResponse = $service->searchMoreWithId($request);