From his hidden vantage point, Mark observed the opening night. He saw the delighted smiles, the flowing wine, and the praise heaped upon the work that was undeniably his. The gallery owner, a smug fox, beamed under the bright lights.

A tremor started in his hands. He clasped them together, trying to control the uncontrollable urge to leap out, to expose the fraud. Years of hard work, of self-sacrifice, all stolen and repackaged as someone else's.

He felt a burning heat in his chest, radiating outwards. He wanted to shout. He wanted to destroy. He wanted… justice. He clenched his fists until his knuckles turned white.

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