Rain lashed against the corrugated iron roof as Martha wrestled the time capsule out of the soaked earth. The mud clung to her boots, a physical representation of how she felt. She’d found it while finally, grudgingly, trying to get the dilapidated shed fixed. The thought of the shed itself, the reminder of the life she used to share with *him*, made her stomach churn. She slammed the box onto a workbench, the metal groaning.

Inside, beneath layers of musty newspaper, lay a collection of childhood drawings, all bright colors and childish glee. She grabbed a crayon, ripped it in half with a vicious snap, and hurled the pieces across the shed. One of the drawings, a picture of a smiling family, caught her eye. She grabbed it and with a cruel grin, set it alight with a lighter she had fished out of her pocket. The paper curled and blackened, the flames reflecting in her cold eyes.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262