The two statements are contradictory because being in a stormy relationship would mean that the relationship is unstable and often tumultuous, while being in a stable calm relationship would imply that the relationship is free from drama and conflict.
Consider the statement "I was in a very stable calm relationship.". Based on this "I was in a very stormy relationship." a true statement? Yes, no, or I don't know?