The musty smell of the storage unit choked Leo as he sifted through the boxes. He discovered the letter tucked inside an old book. Addressed to his former business partner, it was a litany of grievances, a list of perceived betrayals and slights. The handwriting was his own. He remembered the feeling of betrayal that had fueled its creation.

He reread the words, the bile rising in his throat. He had been right to feel the way he did, but he should have handled it better. He should have never written this.

He hurled the letter across the unit, the flimsy paper hitting the metal wall with a pathetic thud. He let out a strangled cry and dropped to his knees, his head in his hands.

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