It is a giant storm that has been raging for centuries. It's a high-pressure region in Jupiter's atmosphere, with winds swirling around it at speeds of over 400 miles per hour. The red color is likely due to complex chemical reactions involving sulfur and phosphorus in the atmosphere.
While it looks like a volcano from afar, it doesn't erupt with molten rock like volcanoes on Earth.