Yellowstone Supervolcano Eruption Rumors Are Back. Here’s What The Science Says It seems that any time calamity is in the headlines, often whether it has to do with the earth’s plumbing or otherwise, talk online inevitably turns to Yellowstone and the super volcano that lies beneath the famed park and beyond.