Is there a screw hole on the inner side of the needle bar? Can you see a needle stop in the groove of the needle bar? I'm wondering if you even have a needle stop in there somewhere. Sometimes there will be a screw holding a thread guide, which Janey mentioned, and which screw functions as the needle stop.