The 'Heavy Burtation' meme originates from a live on-air incident involving news reporter Serene Branson, who garbled her words during a recap of the 2011 Grammy Awards. It evokes emotions of embarrassment and concern, while becoming a humorous viral sensation through remixes and parodies.