The family gathering felt like a battleground. Aunt Carol had declared her conversion to Rastafarianism, much to the consternation of her sister, the family matriarch. The air crackled with unspoken resentment and disapproval.

He watched Carol, her dreadlocks and colorful attire a stark contrast to the conservative surroundings. He poured himself a glass of whiskey, the amber liquid sloshing over the rim of the glass. He took a long, slow sip, the burning sensation doing little to soothe the rage that threatened to consume him.

He excused himself, unable to stay any longer. He found himself walking aimlessly through the garden, kicking at pebbles, the crunching sound the only thing that grounded him.

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