The coffee mug in her hand trembled, sloshing dark liquid onto the table. Her breath hitched, catching in her throat as she read the letter again. "Opportunity to Purchase..." How dare they frame it like a chance! It was a thinly veiled threat, a shove toward the street.

She flung the mug toward the sink. It barely made it. The ceramic shattered on the counter, the shards glinting cruelly in the morning sun. Her hands, balled into fists, ached with the effort of containment.

The clatter of the fragments seemed to scream in the sudden silence. She kicked a chair, sending it sprawling across the linoleum. This was her sanctuary, and they were trying to evict her.

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