The air itself seemed to crackle with tension. Thomas found himself clenching his jaw so hard that his teeth ached. This whole thing was an absolute *travesty*. The construction had been going on for months now, each day bringing a new wave of noise and disruption.

He was exhausted. He had a headache that had settled behind his eyes.

He watched the workers tear down part of the wall. He wanted to shout, to scream, to make them stop, but his voice caught in his throat. He poured himself a drink and downed it, the liquid burning a cold trail down his throat, momentarily distracting him from the incessant assault.

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