> In this case, "chemicals" is shorthand for "bad chemicals."
One problem is that lots of people include tons of known harmless stuff under "bad chemicals" because it's "artificial" (even if it's chemically identical to "natural" things that they praise at the same time).
Or put another way, the use of "chemicals" in discussions like this often suffers from the problem described at <https://rationalwiki.org/wiki/Motte_and_bailey>: people talk about "artificial chemicals" being bad, when challenged fall back on "we just mean the bad chemicals", but then go back to in practice talking and, importantly, acting as if they mean a much wider class of things.
So yes, context is important, but is also manipulated in many cases to effectively gaslight the reader by saying, "Oh, _that_'s not what we meant, of course; think about the context," when in fact "that" is what was meant. And I suspect that in many cases the manipulation isn't even conscious!