I have shortcuts to both leafpad and xournal on my desktop. Both load in a matter of a couple of seconds. Leafpad may be fractionally faster.

I have sketch there too - so I can scribble and save and type up later.

In fact, by putting one each on a different desktop, I have quick access to some sort of note-taking on three out of four desktops.