From his desk at work, Derek discovered the theft. He had always loved his grandfather's chili recipe. He had made it countless times, adding his own small twists. Now, a "classic chili" recipe, identical to his grandfather's, was featured on the menu of a popular chain restaurant.

Derek’s face flushed. He'd never shared the recipe outside his family. He tried to think who could've done it, but that was a question he didn't want the answer to. He ran his hand through his hair, a nervous gesture.

He glanced at the restaurant’s website, the photograph of the chili making his stomach turn. He pictured the corporate executives, profiting from the labor of another, and a dark cloud rolled over him. He felt as if someone had come into his home and stolen something from him. He couldn't shake the sensation of being wronged.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256