The balloon arch, half-inflated in the living room, mocked Clara. Her brother, a lanky silhouette framed in the doorway, stammered, “Uh, look, there was a…change of plans.” Clara’s hands clenched into fists, nails digging into her palms. Change of plans? After weeks of planning, of dropping subtle hints about her favorite cake, of tolerating her sister's incessant questions? A vein throbbed in her temple. She stalked past him, the half-hearted decorations seeming to shrink with every step.

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