The announcement notification was a jolt, a cold shock. He had a sudden constriction in his chest, making it difficult to breathe. This was the culmination of everything he had always feared.

He felt a compulsion to move, to do something, anything to alleviate the pressure building inside. He got up from his chair and began to pace. The rhythmic thud of his shoes on the carpet was the only sound breaking the office silence.

His thoughts raced. He wanted to lash out, to blame someone, to find a target for his overwhelming emotions. The thought of the new owners, the cuts, the layoffs, the changes, sent a fresh wave of resentment.

He stopped, his back to the window, and stared out at the city.

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