By convention electric field lines are drawn in the direction of the electric force experienced by a test charge, a hypothetical point charge defined, also by convention, to be a positive charge.
If you approach it mathematically you'll find the same thing. For vectors F and E,
F = qE
So where q < 0, the sign of vector F will be opposite that of E.