The elevator doors closed, trapping him in a cramped metal box with the irritatingly cheerful Mr. Peterson from accounting. He loathed Mr. Peterson. His endless small talk grated on his nerves. He wanted to scream.

He typed a scathing text about Mr. Peterson to his friend. But in the dim light, the wrong contact was chosen. His boss. He hit send. He immediately felt the blood drain from his face.

The elevator shuddered to a halt. The lights flickered. He was trapped. He stared at the sent message, the words mocking him. This was not how he wanted to spend the rest of his career.

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