The surveyor's stakes, bright orange flags fluttering in the gentle breeze, were a declaration of war. I stared at them, my breath catching in my throat. I suddenly felt pinned. My carefully cultivated garden, the fruit trees I’d nurtured for years, would be sliced in two.

My jaw ached, my teeth grinding together. The thought of the imposing structure looming over my property filled me with a primal anger. I marched over to the stakes, a strange sense of unreality washing over me.

"This is not happening," I muttered, my voice barely audible. I wanted to rip them out, tear them apart, show them that this intrusion was not welcome. I kicked at one of the stakes, sending it spinning uselessly. My whole body felt like it was on fire.

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