Research suggests all blue-eyed people share a specific genetic mutation that surfaced 6,000 to 10,000 years ago. This HERC2 gene "switch" limits melanin production, creating a structural blue appearance. While this indicates a common ancestral origin for the trait, experts clarify that it stems from a single mutation event that spread through populations rather than one identifiable founder.