You will now have 3 states:

1 - Tradable - You are openly trading with this person (this is the default, you can trade with anyone at anytime)
2 - Embargo - You are closed for trading with a specific player.
3 - At War - You are aggressive to this player, and your ships / planets will attack. KOS.

The buttons in the client won't reflect this correctly till the next release.