Isn't that precisely what Knuth was trying to resolve when he came up with the idea of literate programming? The fact that you might end up with more words than code isn't a really problem if the end result is better (for some value of 'better') than just the code.
If you work on a team a lot of your time is spent 'teaching' (explaining) your code to other developers. Or teaching yourself about it when you come back to something you wrote 6 months ago. Or 'teaching' a QA person your logic to understand where a bug is coming from. Or using your code to literally teach a concept to a junior developer.
Writing documentation can feel like teaching rather than just doing, but that's not necessarily a bad thing if you're working on something that other people need to understand.
It is my experience that you can markedly improve the speed and accuracy with which a newcomer can understand a code base with supplementary documentation of considerably fewer words than are in the code itself - so long as those words are well-chosen, and focus on the programmer's intent.
Edit. Never mind you mean afterwards. But is the assumption that design can occur independently of programming really true in practice?
It depends on the complexity of the problem you are working on. Something well understood before programming starts has a better chance of being well documented with short prose (because it is well understood, a lot of shared universal context can be relied on). There are lots of things out there that don’t meet this criteria, however.
Update: Perhaps the canonical example of non-agile trial-and-error programming without well-founded expectations is the programmer who is putting delays in various parts of his program in an attempt to fix a concurrency error.
One's understanding of the program does not necessarily break down under iterative development, as, if you are doing it right, each iteration improves your understanding.
The usefulness of documentation does depend on the complexity of the problem, but in the opposite sense: programs solving simple, well-defined problems do not benefit much from additional explanation (there's not much to say that is not obvious), but the more complex things get, the more it helps.
Of course, we can argue about different kinds of programming have different needs. Prototyping doesn’t require documentation and so can move much faster than product development, for example. The cost of not documenting is a huge win for the prototyper, allowing them to try out and throw away designs while worrying less about sunk costs.
The design has to come from somewhere, after all. A design team with prototyping resources really values those resources.