He ripped off his tie, the silk clinging uncomfortably to his sweaty skin. The meeting had been a disaster. He’d meticulously crafted his presentation, only to have his boss, the ever-condescending Mr. Henderson, dismiss it with a wave of his hand. His fists clenched as he paced the small confines of his office.

Then, his phone pinged. A text notification. He’d meant to message his friend, venting about the day. He’d typed a furious, expletive-laden rant. But, in his haste, he sent it to the company-wide group chat.

His breath hitched. He felt the blood drain from his face. Everyone would see it. His career, his reputation - it was all unraveling before his very eyes. The typing on his phone felt like a death knell.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290