The library card clutched in David's hand felt flimsy, insignificant. He crumpled the notice from the university, the paper feeling thin and unsatisfying beneath his grip. He felt the blood thrumming behind his ears. His normally steady hands were trembling as he shoved the card into his pocket. He wanted to destroy something. To break it all. Instead, he just walked outside and stared at the imposing stone building. The sun felt wrong, too bright.

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