Show featured post for only current active Category

Thanks for this wonderful plugin @rabmalin.

I followed your sample Code and had success modifying the code.

Am having issues with how to Show featured post for only current active Category. Example show or restrict only featured posts from ‘books’ category when you are viewing the ‘books’ category archive.

One thing I noticed is that featured posts from different categories show in other categories.
I scanned the internet for the past few days yet no progress with this, kindly assist.

Thanks again for your plugin