Polarizability of sulfate dianion solvated in water clusters and in an extended water slab is investigated by a combination of {\it ab initio} calculations and classical and Car-Parrinello molecular dynamics. Quantum chemistry calculations at the MP2/aug-cc-pvdz level are performed for structures obtained from molecular dynamics simulations replacing water oxygens and hydrogens by fractional point charges. Sulfate polarizability in bulk water amounts to roughly 7 \AA$^3$. Despite this large value sulfate clearly prefers interior over surface solvation, in accord with previous experimental evidence for large aqueous clusters.