Trigger warnings: What do they do?

Trigger warnings: What do they do?  A bit like a spoiler alert, the phrase "trigger warning" is now often seen online but it has a more serious motive than stopping you from accidentally ruining the enjoyment of a TV show you've not seen yet.

What is a trigger warning?