The article in the magazine lay open on his lap, taunting him. The smiling face of the CEO, the glossy pictures of the product that was rightfully his. Robert sat frozen, the blood roaring in his ears. His hands trembled so violently that he had to grip the arms of the chair to steady himself.

He felt a choking sensation, as if an invisible hand were squeezing his throat. He forced himself to breathe slowly, in and out, trying to regain some semblance of composure. He felt like his brain would explode.

He stood up so abruptly the magazine fell to the floor. He needed to get out of the house, to escape the suffocating feeling of being trapped. He left without his wallet, without his phone, not caring where he was going.

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