It's the other way around. Historically "anarchy" almost always had negative connotations. Then Proudhon co-opted the term to use it in a positive sense.
The idea that the absence of a ruler meant total chaos goes back at least to Hobbes.
If I was Calvin's pet tiger I'd probably come to a similar conclusion.