It had taken him a moment to process the words, written in crisp, impersonal print. Then, his face hardened. He crumpled the paper into a tight ball, the edges digging into his palm. He wanted to crush it, shred it, annihilate the message.

He stalked over to the window, staring out at the cityscape. The other buildings, gleaming and expensive, seemed to taunt him. He balled his fist, pressing it against the glass. He could feel the pulse in his temples.

He slammed the fist against the glass. The sound of the thud filled the apartment. He then backed away. He’d almost broken it. He turned away from the window, finding it impossible to be still.

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