One more related question and in this case I think I'm just making a simple mistake. Why can't I pull the customer related to this case's last name?
var columns = [];
columns.push(new nlobjSearchColumn('company'));
columns.push(new nlobjSearchColumn('lastname','company'));
var results = nlapiSearchRecord('supportcase', null, null, columns);