"Are you absolutely certain?" John’s voice, usually a steady baritone, cracked with strain. The stern-faced administrator across the desk offered a weak smile. He felt a throbbing ache behind his eyes, a pressure that threatened to explode. He ran a hand through his hair, the gesture doing little to soothe the growing unease. The realization that someone else's illness, someone else's history, had been misattributed to him felt like a cruel joke. He wanted to kick the desk, to smash something, to release the pent-up frustration that threatened to suffocate him. The room began to swim, and he had to fight the urge to run.

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