He had woken with a knot of discomfort in his chest, a tight, squeezing sensation that seemed to expand with every passing hour. He glared at the clock: 8:00 AM. Time for another day of the din, another day of the disruption.

He found himself irritable and short-tempered with everyone he encountered. He bit back a sharp retort when his wife asked a simple question. The tension was constant, a low hum that never ceased.

He tried to focus on something else, anything else, but the rhythmic pounding, the constant sawing, kept pulling him back into the spiraling cycle of discontent.

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