Add notes to Apple Books?

Amazon's Kindle has a way to write your own notes in purchased books -- but I don't like the way it works. Your notes show up as a tiny yellow icon that you have to click every time you want to see what you've written.

Does Apple Books have a way to add annotations to your purchased books? The ability to write notes in the margins is one advantage printed books still have over ebooks.