The sunlight seemed to dim as the performance began. He had built the song, note by excruciating note. He had lived it, breathed it, poured his heart into it. And now? It was a pale imitation, a grotesque caricature, delivered with an arrogance that made him want to rip something.

He sat rigidly in his chair, the chair creaking under his weight. His face burned as the song continued. How dare they take his creation and twist it into something so… empty. He felt a cold knot tightening in his gut, a feeling of deep violation.

He gripped the armrests, his knuckles white. Every breath was a struggle. His gaze fixed on the stage, a silent, burning indictment. He’d never felt so utterly powerless.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256