"This can’t be happening," Marcus hissed under his breath. He was set to present his research at a conference in an hour, a presentation he’d poured months of work into. The delay felt like a physical blow.

He squeezed his eyes shut, trying to fight the overwhelming sense of dread. He imagined his colleagues laughing at his absence, his reputation sinking. He bit down on his lip, tasting the metallic tang of blood. He had to be there.

He slammed his fist on the counter, making a clerk jump. "I demand to speak to a supervisor," he snapped, his voice tight. He needed solutions, and he needed them now. The injustice of it all pulsed through him.

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