The shovel slipped in Daniel’s hand, the edge biting into the soil with unnecessary force. He usually loved gardening, the feel of the earth, the promise of new life. But now, it was a torment. His neighbor, Mrs. Gable, wanted to remove the tree. *His* tree.

The branches of the oak cast a dancing shadow across the lawn. Every rustle of its leaves felt like a mockery of peace. Daniel wanted to rip up the entire garden, tear the soil to shreds. He imagined Mrs. Gable watching from her window, her face neutral, probably smug.

He wiped the sweat from his brow with the back of his hand, leaving a smear of dirt. His stomach churned. The very air seemed to press down on him, thick and suffocating. He slammed the shovel into the ground again, the sound echoing in the otherwise quiet afternoon.

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