Open distributed systems consisting of a potentially large set of autonomous entities might not be controllable directly. More precisely, standard control interventions, such as altering parameters and behaviour, are not possible due to the entity's autonomy. However, indirect control using socio-inspired mechanisms can be applied to guide the system's behaviour and influence the distributed entities using sanctions and incentives. The demanded behaviour as well as the corresponding sanctions and incentives are coded as norms and generated in response to perceived environmental and internal conditions. Such a norm is issued by centralised authorities. Norm violation is monitored using a higher-level observer in a distributed manner. After an introduction and motivation for using social mechanisms in technical systems, we present a novel normative control loop establishing the afore-described concept within a Trusted Desktop Grid scenario. The evaluation demonstrates the potential benefit in terms of an increased system robustness and fast recovery from attack states.