The chair scraped loudly against the hardwood floor as Martha pushed herself away from the dining table. The offending text: "The food is terrible." Sent to her mother-in-law, instead of her sister. Her face was a mask of controlled fury, her jaw rigid.

She marched over to the sink, the heels of her shoes thudding with each step. She began washing dishes with violent energy, scrubbing at the plates with an almost manic intensity, the sound of the running water a relentless background to her internal storm. She felt a burning need to be alone, to escape this dinner party and the mess she'd created.

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