The news settled in Ethan's stomach like a lead weight. He sat frozen on the couch, unable to move, while his friend, Noah, spoke excitedly about the move. Ethan felt a creeping heat rising up his neck.

He wanted to argue, to convince Noah that this was a mistake. But he couldn't form the words. The air in the room felt thick, heavy, like it was pressing down on him. His hands were clenched into tight fists.

He picked up the remote and changed the channel, the screen flickering to life. The voices of the TV hosts grated on his ears. He wanted to smash the thing, anything to release the internal pressure. The remote slipped from his numb fingers and clattered to the floor.

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