The dinner table, once a symbol of family unity, felt fractured and broken. Her brother, Thomas, had announced he was joining the Church of Scientology, a religion she and her family viewed with distrust. Her hands trembled as she picked up her fork, stabbing at the food on her plate.

She stared across the table at Thomas, his face illuminated by the flickering candlelight. His eyes, usually warm and familiar, now seemed distant and guarded.

She felt a surge of heat rush through her, burning her cheeks. She dropped her fork with a clatter, the sound echoing in the sudden silence. She took a deep, shuddering breath, attempting to regain some semblance of composure. The words, when they finally came, were strained and brittle.

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