He re-read the notice. The scholarship he had painstakingly earned, denied. It was as if someone had punched the air from his lungs. He sat, stunned for a long moment, the silence of his room amplifying the turmoil within.

He pushed away from his desk. He felt a physical pressure building in his chest. He paced, back and forth, the floorboards groaning beneath his restless feet. The walls seemed to be closing in.

He picked up a nearby pen, twisting it in his fingers until it snapped in two, the plastic shards scattering across the desk. He needed to channel this, had to do something. He grabbed his keys, and with a muttered curse, he headed for the gym.

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