The car keys slipped from his trembling fingers, clattering onto the asphalt. He stared at the vacant space, the sun glinting off the exposed earth where the willow had stood. His head throbbed, a dull, persistent ache that echoed the emptiness he felt.

He pictured the slender sapling he had planted, a tiny thing that barely reached his knee. He'd nursed it through droughts and storms, watching it grow with a silent pride. Now, there was nothing. A void.

He couldn't speak, the words stuck in his throat, choked by a wave of disbelief and mounting ire. The world tilted slightly, his stomach churning with a sudden, overwhelming nausea.

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