What is with the sick practice of eunuchs that some cultures used to have?

I used to think it was just the testicles, but some places like China would cut off everything. That's just so sadistic... Some would even volunteer for this to try to get a position.
What is with the sick practice of eunuchs that some cultures used to have?
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