Kindles and E-book library loans?

I am contemplating purchasing a Kindle so I can take notes on the device and access it later. I take analog notes now and I am hoping that this will be a quicker method. I am concerned about library ebook loans. Is it still possible to get the notes on these or do I have to download them before I “return” the ebook?