An affine disperser over F₂ⁿ for sources of dimension d is a function f: F₂ⁿ → F₂ such that for any affine space S ⊆ F₂ⁿ of dimension at least d, we have {f(s) : s in S} = F₂. Affine dispersers have been considered in the context of deterministic extraction of randomness from structured sources of imperfect randomness. Previously, explicit constructions of affine dispersers were known for every d = Ω(n), due to Barak et. al.[2] and Bourgain[10] (the latter in fact gives stronger objects called affine extractors). In this work we give the first explicit affine dispersers for sublinear dimension. Specifically, our dispersers work even when d = Ω(n^4/5). The main novelty in our construction lies in the method of proof, which relies on elementary properties of subspace polynomials. In contrast, the previous works mentioned above relied on sum-product theorems for finite fields.