Okay, I replaced the tpl_modules_shipping_estimator.php in the classic responsive template with the one from the classic template. It gave me what I wanted.
Back in version v3.3.0 June 2012 I noticed "Updated shipping template to hide suburb box when not needed".
It appears that it is done in the classic template only.
Hope this helps others.
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