He stared at the email, the words a bitter pill to swallow. Sold. The simple word, the utter finality of it all. He could feel his face flush, a heat spreading from his core. His carefully cultivated calm dissolved.

His hands clenched into fists, the nails digging into his palms. He felt a desperate urge to break something, anything. The pristine order of his desk seemed to mock him, the neat stacks of papers a symbol of everything that was about to be undone.

He pushed his chair back, the wheels squealing in protest. The air in the office felt thick, heavy with unspoken dread. He felt a wild, untamed energy surging within him.

He strode out, and kicked the nearest trash can with all of his might.

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