"I can't believe this," muttered Eleanor, her voice a low growl as she surveyed the scene. Her carefully manicured lawn, her sanctuary, was now a battleground of twisted branches and uprooted soil. The tree, belonging to the careless family next door, had collapsed like a drunken giant.

She picked up a fallen branch, her fingers tightening around the wood until her knuckles were white. The wood splintered. She dropped it back, the sound of it hitting the ground making her teeth hurt.

They were always causing issues. Always inconsiderate. She thought of calling the authorities, of filing a lawsuit. A sense of cold purpose descended over her.

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