We give a construction of nontrivial cohomology classes of arithmetic subgroups of SO(p,q). These classes lie just outside the stable range and are dual to geometric cycles in the locally symmetric space. The classes we construct have a nice interpretation as characteristic classes, and as an application we obtain nontrivial characteristic classes for certain manifold bundles that are not in the algebra generated by the stable classes.