Since hstore is just a hash in rails...you just need to evaluate the hash before saving it.
...in model
before_save :remove_blanks
private
def remove_blanks
self.hstore = self.hstore.reject{ |k,v| v.blank? }
end
replace 'hstore' with your hstore column name