The car continued heading southeast.
I totally thought the sun would set in the southeast today.
I saw a shooting star in the southeast.
The South East is the Southeast.
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.