I ended up doing the following:
$("#CalculatorDiv").keypress(function (e) {
if ((e.which && e.which == 13) || (e.keyCode && e.keyCode == 13)) {
var div = $("#CalculatorDiv");
var firstInput = div.find("input[type=submit]");
firstInput.click();
return false;
} else {
return true;
}
});
:-) So a combination of find and keypress event.