How do I stop receiving emails notifications that I did not sign up for?

My email inbox has been bombarded by emails notifications for threads I'm supposed to be following.  How do I UN-follow these threads and why am I following them in the first place?  I never posted in them.

And the Spell Checker chucked another wobbly and would not close.