People who had you listed will just see “Deleted Account” instead of your name, and a little ghost as your avatar.

They will still see your chat history though.

Everything I’ve ever heard about government cryptography from people close to me is that the government (FBI, military) is wildly far ahead of what’s available publicly. I wouldn’t count on anything you do on the Internet to be truly private.