John felt a cold rage settle in his gut. His wife was in labor, and this flight, the one he had meticulously booked, was delayed. He could feel his heart hammering against his ribs. The announcement played in a loop: "We are sorry". Sorry? It was a laughable sentiment.

He marched to the information desk, his pace quick and unrelenting. He had to be there. He could imagine her in the hospital bed, scared and alone. He clenched his jaw, determined to find a way.

He felt the frustration build in his chest, a tight knot that threatened to explode. He would move heaven and earth if he had to. He had to get there.

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