According to research conducted by Eiberg, people with blue eyes evolved from a common ancestor. He and his colleagues were able to track down the genetic mutation (which took place roughly 6,000 to 10,000 years ago) that causes the eye color of all blue-eyed people who have been alive since. Prior to this genetic mutation, all human beings had brown eyes.
The genetic mutation itself affects the OCA2 gene, which results in the creation of a "switch" that affects its ability to produce brown-pigmented eyes. It is possible to think of this switch as a "dilution" of sorts, namely a "dilution" of brown pigment to blue. This "switch" does not turn off this ability completely, however. If the OCA2 gene is destroyed or "turned off," it eliminates all melanin in the individual's skin, hair, and eyes, resulting in albinism. This blue-eyed mutation is not a "negative" mutation in the sense that it does not impact health, longevity, or ability to survive.