He stared at the letter, its pristine white a stark contrast to the dust-covered desk. It had arrived just this morning, a slender thing slipped under the door of his workshop. He hadn't seen *her* in a decade. The audacity, the sheer gall of it. He crumpled the paper in his hands, then deliberately flattened it, smoothing out the folds.

He reached for his toolbox, his fingers fumbling with the latches. The metal felt cold against his skin, a welcome contrast to the heat building in his chest. He grabbed a hammer, its weight familiar and comforting. The vise, he decided, needed adjusting.

He spent the next hour working on the vise, the rhythmic *thud* of the hammer echoing through the silent space, a counterpoint to the turmoil within him.

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