Oh, I thought no one would come and answer this question, but here we are
Thanks.
Well, the transformer was bought to power on Ham Radio, which is vintage from 1960s, all tube construction. Because it is made in USA, and imported, it must be run with AC 110V mains.
Here we have AC mains voltage 230V, so needed the step down transformer. Yes, the converter socket had a pin at the wrong way, and it would not line up to the input socket's groove in the transformer. So I Was going to return it, but then I have no time to browse and order another one, and wait for few days, and still am not sure if it will be the right one. So I cut the pin off with a saw of my multi tool, and it is fitted to the transformer. And I was reading the output with mains socket tester.
But it seems all working OK, because I connected and tried a few different items running on 110V such as electric shaver, and Laptop power supply etc. They all functioned correctly without any sign of stress or going "Bang~".