To compare it with artful:
ADJECTIVE:

1.Exhibiting art or skill: "The furniture is an artful blend of antiques and reproductions" (Michael W. Robbins).
2.Skillful in accomplishing a purpose, especially by the use of cunning or craft.
3.Artificial.

Here negative meaning came in by degree.