I'll bet the LED's were pretty excited to see 22 volts! At 9V, the power supply is loafing, and the LED's are drawing a small fraction of what they were. You probably were over-driving the LED's by a factor or at least 4x their maximum current! The wouldn't have lasted long if you kept that up!
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