The sight of the invitation, propped up against the sugar bowl, was enough to make his blood boil. John felt a familiar tension grip his shoulders, turning them into solid blocks of granite. He shoved the chair back from the table with a screech, the noise grating on his nerves.

He paced the length of his small apartment, muttering under his breath. He hated this. He hated everything about this. The thought of seeing those people again, of feigning interest in their lives, filled him with a bitter taste.

He slammed his fist against the wall, then immediately regretted it, shaking his hand, the pain a welcome distraction.

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