Is there any way where we can search for keywords in a particular thread?
Click on the 'Search' link at the top of your screen. This should give you that precise option
.
Or if you know the thread as you mention, you can type in the word (s) in the 'Search Thread' box at the bottom of the page.
For example if you type in 'bottom' you should be shown this post.