This one is definitely harder of the secrets to describe, because it is the one I struggle with the most. I was snooping around when I came across one of these special areas in the nether. I consider this the easier (of the two I know of) to find due to it not needing any items.
Go to the nether and go on the weird walkway that is square shaped overviewing the whole thing.
On the left side, you will see a cave opening that blends in with the background. This is the entrance.
If you walk down, you will notice a very obvious lever. This controls a piston door.
This leads us to Saintes' (first?) Secret Room. It has a lectern with a hint alongside a decorative fire.