A longitude that's outside the range of [-180, +180] or a latitude that's outside the range of [-90, +90].
Also, I'm assuming we're in agreement that software should not accept invalid GPS coordinates from untrusted peers regardless of semantics about whether or not they're within Earth's bounds.
Circular coordinates wrap around, cartesian coordinates don't.