He slammed the shovel into the earth, the force of the impact reverberating through his arms and into his teeth. The sun beat down, turning the already stifling air into a suffocating blanket.

Across the property line, Mrs. Gable was directing the fence crew, her shrill voice slicing through the afternoon. He pictured her, that viper, enjoying this, delighted at his inconvenience.

He spat, the taste of bile sour on his tongue. He had spent weeks tending to those rose bushes, the pride of his garden. Now, they'd be overshadowed, choked by shadows. He’d make sure she regretted this.

He started digging furiously, unearthing weeds and roots with a vengeance. He'd show them all.

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