The crumpled eviction notice lay abandoned on the dusty coffee table, a testament to his utter lack of control. He had thrown it, hard, against the opposite wall. Now, he stared at it, the paper a tiny, insignificant piece of paper that was somehow, also, the cause of his current disquiet.

His apartment felt smaller than usual, the walls seemingly closing in on him. He felt hot, his face burning, even though the air conditioning was blasting at full force. His hands trembled as he poured himself a glass of whiskey, the amber liquid sloshing over the rim.

He downed it in one gulp, the alcohol doing little to quell the roiling churn in his stomach. He kicked the coffee table, the wood groaning in protest.

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