The criminal was found guilty and sentenced to death.
Two of the five guilty people appealed to the Supreme Court.
I can’t drive because then I’d be guilty of drunk driving.
Someone who have (has) guilt is someone who is guilty.
This is a jukugo word, which usually means on'yomi readings from the kanji. If you know the readings of your kanji you'll know how to read this as well.