The envelope crackled in Mark's trembling hand. Inside, a typed list, surprisingly formal. *Visit the Grand Canyon.* *Learn to speak Spanish.* *Forgive yourself.* He crumpled the paper, the edges digging into his palms.

He went to the kitchen and grabbed a beer from the fridge, the metal cold against his sweaty skin. The bitterness of the beer did little to soothe the tension knotting in his stomach. His father, a man who never once admitted fault? Never, ever.

He kicked the trashcan across the room. The clatter of the lid as it rolled across the floor did little to relieve the pressure building within him. He sat down and stared out the window. *Forgive himself.* It was a joke, a sick, twisted joke.

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