User-friendly error messages

We don't often catch exceptions and reraise errors with more specific and friendly messages. My personal preference is for verbose error messages written in a conversational tone with as much useful info for debugging as possible.

I'd like to use this issue to track specific cases of unhelpful error messages, which can each be tracked in their own issue:

- [ ] #1169