Ask. Shows you are interested. If they have bad impreasion because you did that, its a terrible company and you wouldnt want to join them anyway.

I had experience when HR gone silent, so I asked how is my application going on. She replied nicely saying hiring manager is tied up due to company events. I eventually got the job after 2-3 interviews.