You have to take it apart, get to the 2x2x2-like core underneath the shells, and lube it in there.
I made a video a little while ago, it might be a little hard to see what's going on:
Watch from 2:45-ish to 4:30-ish to see how to lube it, and you can keep watching to see the assembly~