The car keys felt heavy in his hand. He gripped them so tightly his knuckles were white. He stared at the sleek, black sports car parked in the driveway – his sister, Iris', inheritance. The inheritance he was denied, despite putting years into helping their parents build the business.

He’d been left with the family's old, gas-guzzling truck.

His lip curled in a sneer. The afternoon sun cast long shadows, stretching across the manicured lawn, a perfect representation of the life he was now denied.

He slammed the car door with excessive force. The metallic clang echoed in the stillness. He had a sudden impulse to throw the keys at the car, to watch the paint chip and crack, but he managed to stop himself. For now.

He felt a deep, abiding bitterness.

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