The world seemed to tilt on its axis. Amelia stood frozen on her porch, her hand still reaching for her keys. The tow truck was a monstrous presence, an ugly metal beast devouring her prized vintage Mustang. A cold dread, a sickening wave of it, washed over her.

She stumbled down the steps, her legs suddenly heavy. "Stop! Please, stop!" she pleaded, the words catching in her throat.

The driver, a man with a greasy cap, just grunted and continued his work. He clearly did not care! He didn’t seem to understand the *significance* of that car. Her father had left it to her!

She wanted to scream. She wanted to smash something. She wanted to *undo* this absurd reality.

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