Understanding narrative character roles from the ground up

When we read the news, we meet characters just like we do in novels. There are heroes and villains, victims and visionaries, public servants and profiteers. These portrayals shape how we understand events and decide whom to trust or blame. Yet most computational methods for analyzing media narratives still rely on fixed sets of roles…