The silence in the room was thick with unspoken resentment. I picked up the newspaper, pretending to read, but the headlines swam before my eyes. Across the fence, the gardener was meticulously trimming the rose bushes in Mrs. Hawthorne's garden. Rose bushes that were probably worth more than my entire savings.

She had always played the part of the struggling widow, relying on the kindness of her neighbors. I remembered the charity drive she'd participated in last year, her face contorted with faux sympathy for the less fortunate.

A sharp, almost animalistic noise escaped my throat. I slammed the paper down on the table, the force of it jarring the pictures on the wall.

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