The elevator doors opened, and a wave of forced composure washed over him. He plastered a smile on his face, the muscles in his cheeks screaming in protest. Inside, the new recruit, a woman named Carol, practically vibrated with excitement.

He led her through the labyrinthine corridors, his footsteps echoing in the silence. He pointed out the different departments, the break room, the water cooler. Every gesture felt like a betrayal. His knuckles were white against his brief case.

*They're replacing me!* The thought roared in his head. The air around him seemed to crackle with tension, a tangible manifestation of his inner turmoil. He barely managed to keep the tremor out of his voice as he gave instructions.

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