John slammed the car door, the sound echoing in the deserted parking lot. The key, clutched in his trembling hand, felt cold. Finding the letter, neatly tucked inside his father's old toolbox, had been a punch to the gut. Addressed to him, it was a litany of disappointments, expectations unmet.

He paced the sidewalk, the wind whipping his hair across his face. He felt like his chest was being squeezed in a vise. The letter detailed everything he was failing to become, what his father thought of his life choices. This letter was all about his father's failures, as if he, John, was responsible for them.

He shoved his hands in his pockets, his jaw tight. He hadn't spoken to his father in years, and yet, here it was. The old man, still trying to control him from beyond the grave. John kicked a pebble, sending it skittering across the pavement, and stalked back to his car.

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