The aroma of freshly baked bread, usually a welcome scent, felt like a deliberate insult. He slammed the kitchen window shut. Across the street, the Millers were having a garden party, overflowing with people laughing and enjoying themselves.

His fists were clenched, knuckles white. He’d just received a notice about his overdue mortgage. He’d been working overtime, sacrificing everything. And they were… enjoying themselves.

He kicked a chair, the wood splintering under the force. He wanted to scream. He wanted to smash something.

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