He’d envisioned graduation, a triumphant march across the stage, the culmination of years of hard work. Now, standing in the student union, the announcement plastered to the notice board, a bitter taste filled his mouth. He ripped the poster from the wall, crumpling it into a tight ball. His vision swam. He kicked a nearby trash can, sending it clattering across the floor. A security guard approached, but he just glared, a look that would have sent a chill down a polar bear’s spine. The guard backed off. He felt a fire in his chest, a burning need to destroy something, anything.

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