He stared at the exposed roots, gnarled and raw, like the exposed nerves of a wound. His fists clenched and unclenched at his sides. The sight ignited a white-hot rage within him, a fire that threatened to consume him.

He’d spent hours, as a boy, sitting beneath its branches, reading books, dreaming of the future. The tree had been a silent companion, a constant presence. Now, nothing remained but a scar on the landscape.

He kicked at the stump, the impact jarring his foot, but providing no relief. Every muscle in his body felt taut, poised to erupt.

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