Memory full without any heavy apps I dont have any heavy apps on my phone, but still a major part of memory of my k3note is occupied with 'others'.
Others contains all files that will not come under the app/pic/doc/zip/audio and video. 

It occupies 7.* gb.

So, either click on other or go to file manager and check your custom folders for such heavy data files.