I always thought that the antonym of "I love you" is "I don't love you anymore". It wasn't until a long time later that I realized that the antonym of "I love you" is "I can no longer do anything for you".
Hate is because of love and disappointment. How long does it take for someone who loves you to hate you? It may be a long time, or it may only take a moment.