The casual way the police officer had delivered the news grated on her. "An unfortunate incident," he'd said, his tone devoid of any empathy. A shooting in the sunroom. The thought of the victim, the blood, the terror… it ignited a fire in her.

She ripped the curtains from the window, tossing them on the floor. She wanted to obliterate the space, the memories that now haunted every corner of the house. She grabbed a can of paint and splashed it across the walls, a chaotic display of rage.

She sat on the floor, surrounded by the mess, the tears flowing freely. She felt a deep, visceral sense of violation. This wasn’t her home anymore.

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