The air in the art gallery felt suffocating. Mark, her supposed gallery owner friend, had always presented himself as a sophisticated connoisseur. In truth, he was a security guard at a museum. The deception was a punch to the gut.

He had spent years criticizing her amateur artwork. Now, she realized that his criticisms were an attempt to demean her skill. She felt a burning sensation in her throat. She clenched her jaw, her teeth grinding together.

She stood in front of a canvas, the colors blurring into a meaningless mess. She couldn’t look at the other art without feeling a surge of outrage. She walked out of the gallery, leaving him behind.

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