He stared at the offending cardboard box. “Mrs. Peterson,” it announced. Mrs. Peterson, who had skipped town without so much as a goodbye. He was supposed to be enjoying his day off, but instead, he was dealing with other people's problems. He felt a heat creeping up from his chest.

He dragged the package into the kitchen, his movements jerky and sharp. He went to the kitchen drawer and grabbed the largest knife he could find. He gripped the handle tightly, his knuckles white.

With a grunt, he sliced the box open, the blade ripping through the cardboard with ease. He saw a set of garden tools. He brought the knife down, again and again, until the tools were nothing but twisted metal.

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