In this talk I present how techniques from the areas of graph drawing and information visualization can be combined in an interactive tool that supports a particular type of sensemaking: finding embedded narratives or plots across large collections of relatively brief text documents. Our approach is decidedly human-centered and we have created the Jigsaw system as an embodiment of these principles. Jigsaw provides multiple visualizations depicting the documents, the entities within them, and connections between the two. Analysts interactively explore the entities and documents as a way to guide document selection for reading. Possible application domains of our approach are criminalistic investigations or the exploration of connections between biological entities, such as proteins and pathways, in scientific papers.