The elegant script of the invitation felt like a physical blow. The words, "Reunion," "Willow Creek," and the names of the organizing committee, each jabbed at her like tiny needles. Her jaw clenched so tightly, her teeth ached.

She crumpled the invitation in her hand, the paper twisting and tearing under the pressure of her grip. A cold sweat broke out on her forehead. The tightness in her chest made it difficult to breathe.

She walked to the window, the crumpled invitation still clenched in her fist, and stared out at the street, a slow, simmering anger boiling just beneath the surface.

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