Hypervelocity stars are typically former members of a binary star system; when a binary swings too close to the supermassive black hole, the intense gravity yanks the binary apart, capturing one star while violently flinging the other outward at tremendous speeds  sometimes reaching 0.2% the speed of light, or 895 km/s, so they're aptly named.