Why my blazer won't take fuel even when empty?

Many possibilities - filler neck could be damaged, a foreign object could have been introduced into the neck, vapor lock (unlikely ), etc.

My first thought would be that the filler neck is clogged or blocked. Nothing mechanical comes to mind that would prevent fuel from being dispensed into the tank otherwise.