The sunlight sliced through the grime-coated windows, illuminating dust motes dancing in the oppressive silence. Sarah felt a profound lack of ease. The antique clock in the entryway ticked, each second a mocking reminder of her wasted time, her lost youth. Her life had become a monument to disappointment.

She kicked at a loose panel in the dining room wall. The wood splintered. Behind the panel, a narrow, unlit passage stretched into the darkness. A secret, she knew. Another burden.

The urge to scream clawed at her throat. She wanted to shatter something, to destroy the serenity that had become a prison. The passage was her release. It promised a darkness that mirrored her own.

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