He stared at the blueprints, his face a mask of stone. The fence, a physical manifestation of his neighbor’s pettiness, was a blight on the landscape. They had always gotten along, or so he thought.

He ripped the paper in half, then again, and again, until it was nothing but fragments. He wanted to throw them into the trash but instead, he threw them on the floor and stamped on them.

The image of that smirk on his neighbor’s face, a smug reminder of his victory, ignited a fire within him. He slammed his fist on the table, the wood groaning under the pressure. This will not stand.

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