Monitoring {\em unused} or {\em dark} IP addresses offers opportunities to significantly improve and expand knowledge of abuse activity without many of the problems associated with typical network intrusion detection and firewall systems. In this paper, we address the problem of designing and deploying a system for monitoring large unused address spaces such as class A telescopes with 16M IP addresses. We describe the architecture and implementation of the Internet Sink (iSink) system which measures packet traffic on unused IP addresses in an efficient, extensible and scalable fashion. In contrast to traditional intrusion detection systems or firewalls, iSink includes an {\em active} component that generates response packets to incoming traffic. This gives the iSink an important advantage in discriminating between different types of attacks (through examination of the response payloads). The key feature of iSink's design that distinguishes it from other unused address space monitors is that its active response component is {\em stateless} and thus highly scalable. We report performance results of our iSink implementation in both controlled laboratory experiments and from a case study of a live deployment. Our results demonstrate the efficiency and scalability of our implementation as well as the important perspective on abuse activity that is afforded by its use.