So, I thought I was being smart, but I made a stupid mistake...
I backed up my entire iTunes library, and then I deleted the files from my laptop, since I can just stream them if I want to play them. Awesome, right? I saved 120GB of space on my computer!
However, I forgot that I have an iPod...