The sound of hammering, rhythmic and relentless, echoed through the quiet afternoon. Each blow was a violation, a forceful assertion of their will. I sat at my window, watching the construction, a tremor running through me.

My throat felt tight, my breath shallow. The posts were going up, solid and unyielding, cutting into the expanse of the land. My hands trembled as I took another sip of my drink, which tasted of ash.

I had tried to reason, to talk. But the more I protested, the more determined they seemed. They were building their wall, ignoring my objections. I felt utterly helpless, trapped. It made my skin crawl.

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