He stalked through the deserted campus quad, the autumn wind whipping fallen leaves around his ankles. The beautiful, historic buildings now seemed to sneer at him, monuments to a future that wouldn't be. The announcement felt like a personal betrayal, a violation. He found himself kicking at a loose paving stone, sending it skittering across the cracked concrete. He wanted to blame someone, anyone. The administration, the board of trustees, the very air he was breathing. The tightness in his chest grew with each stride.

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