The air crackled with a silent tension. She found her gaze locked on the splintered wood, on the raw, open wound in the earth. A cold wave of something undesirable crashed over her, leaving her feeling physically ill.

She had envisioned its shade when planting it. It was to be a monument to her love, but now all that was left was an act of violence. She felt her hands start to shake with an unbidden intensity, as if the ground beneath her feet was not stable.

Her breath hitched in her throat, a choked sob just barely escaping her lips. The injustice of it all, the utter disregard, threatened to overwhelm her.

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