I would almost always rather have the words; words are things I can easily search for and manipulate using the text-processing tools in my possession.

Personally, my brain "page faults" whenever it has to interpret an emoji, which makes most use of in-line icons far worse than the text they represent. I expect few people have this problem, but I also expect that I'm not the only one with it.