He saw the surveyor's flags, the bright orange plastic a beacon of impending doom. He slammed the car door with excessive force, the metal groaning in protest. His gut churned with a mixture of anger and anxiety. He found his hands clenching and unclenching.

His neighbor, Mrs. Gable, watched him from her porch, a smug look on her face. He forced himself to walk towards his house. His steps were heavy, his shoulders slumped.

He was not going to give her the satisfaction of seeing him lose it. Not yet.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285