Causal stories refer to narratives that explain the relationship between events, showing how one event leads to another and identifies the underlying causes of specific issues. These narratives play a crucial role in agenda setting and problem definition by framing issues in ways that resonate with policymakers and the public, ultimately influencing which problems are prioritized for action.