Suppose that a group G acts non-elementarily on a hyperbolic space S and does not fix any point of ∂S. A subgroup H ≤ G is geometrically dense in G if the limit sets of H and G on ∂S coincide and H does not fix any point of ∂S. We prove that every invariant random subgroup of G is either geometrically dense or contained in the elliptic radical (i.e., the maximal normal elliptic subgroup of G). In particular, every ergodic measure preserving action of an acylindrically hyperbolic group on a Borel probability space (X, µ) either has finite stabilizers µ-almost surely or otherwise the stabilizers are very large (in particular, acylindrically hyperbolic) µ-almost surely.