In this paper, we study the codes C k (n, q) arising from the incidence of points and k-spaces in PG(n, q) over the field Fp, with q = p h , p prime. We classify all codewords of minimum weight of the dual code C k (n, q) ⊥ in case q ∈ {4, 8}. This is equivalent to classifying the smallest sets of even type in PG(n, q) for q ∈ {4, 8}. We also provide shorter proofs for some already known results, namely of the best known lower bound on the minimum weight of C k (n, q) ⊥ for general values of q, and of the classification of all codewords of Cn−1(n, q) of weight up to 2q n−1 .