"Sold!" the word screamed from the screen, emblazoned in bold, red font. She stared at it, her face a mask of barely controlled emotion. She wanted to scream, to weep, to break something. She ran her hands down her face, the skin burning with an inward fire.

She stood up abruptly, her chair scraping across the floor. She needed to move, to do something, anything, to quell the rising tide of… of… she didn't have words for what she felt. She grabbed her coat and practically ran out the door, the fresh air a desperate, futile attempt to cool the inferno within.

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