The photograph, the one showcasing the freshly mowed lawn, was the tipping point. "Perfect," he hissed, the word laced with venom. He felt a strange tingling in his fingertips, a prickling sensation that made him want to lash out, to destroy.

He turned away from the computer, unable to look at it any longer. He crossed the room and picked up a heavy book, a collection of poetry from his grandfather's library. He gripped it tightly, clenching his jaw, fighting the urge to throw it. The weight of the book, the weight of the memories, threatened to crush 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