I found this definition of central limit theorem in the book: Intro to probability and statistics using R:
[![enter image description here](https://i.stack.imgur.com/0xtda.jpg)](https://i.stack.imgur.com/0xtda.jpg)

I thought the sample mean $\bar X$ itself followed the normal distribution and not the calculated quantity as shown.