The shovel slipped in his grasp, and he let out a frustrated grunt, throwing it against the shed wall. He wiped the sweat from his brow, his face flushed. The dirt clung to his skin, gritty and unpleasant. He was supposed to be scattering their father’s ashes, a task he was sure his sister, Amelia, had arranged out of spite.

The will had left him the dilapidated farmhouse, and her, the family’s tech company, which had been generating money for years.

He felt a hot, burning feeling in his gut. The sun beat down on him mercilessly, and he felt the anger rise up within him. He wanted to throw something, to smash something, to… he didn't even know what he wanted.

He kicked at a loose stone. It skittered across the parched earth, a small, insignificant gesture of defiance.

The silence of the countryside was suddenly too much to bear. It amplified his frustration.

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