The attic felt like a furnace. She wiped sweat from her brow, leaving a streak of grime across her forehead. The previous owners had left behind a trove of useless items. A broken lamp, a deflated basketball, a box of old tax records.

She felt a tremor in her hands. She felt a need to break something. She gripped the edge of a dusty, faded rug. She pulled it from its place and dragged it across the floor. The fibers snagged, and the rug stubbornly resisted.

A sudden flash of fury coursed through her, and she yanked at the rug with all her might. It ripped free, sending her sprawling backward onto a pile of forgotten clothing. She slammed her hand against the floor. This was ridiculous.

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