It was the quiet that was most unnerving. The list, penned by his husband, John, was innocuous enough: "Visit Ireland. Learn to code. Plant a vegetable garden." But the fact that he'd kept it a secret was what bothered Richard.

He reread the words, his brow furrowed. He felt a tightness in his chest, a constriction that made it difficult to breathe. The world seemed to shrink around him, focusing entirely on this piece of paper.

He threw the list onto the table, the action a sharp break in the silence. He started pacing, agitated and restless. He needed to *do* something. He grabbed his car keys and left the apartment, the door slamming behind 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