The attic air tasted of dust and forgotten things. Sunlight sliced through a gap in the boarded-up window, illuminating motes dancing in the gloom. Liam slammed the lid of the trunk shut, the wood groaning in protest. Inside, nestled amongst moth-eaten blankets, was a small, leather-bound book. His father’s handwriting, neat and precise, scrawled across the cover: *Bucket List.* He ripped it open, his jaw clenched so tightly he felt a headache blooming behind his eyes.

He saw it, scrawled at the top, in large, angry letters: *Learn to surf.* His father, who had spent his entire life in the landlocked Midwest? The hypocrisy of it, the *audacity*, made his hands ball into fists.

The rest of the list unfolded with a cruel kind of inevitability: *Climb a mountain.* *Write a novel.* *Fall in love again.* Liam threw the book across the room. It landed with a soft thud against the dusty window. It was all a goddamn lie.

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