The musty scent of the attic nearly choked Sarah as she sifted through boxes. Mother’s handwriting, neat and looping, stared up at her from a worn notebook. "Bucket List." The words burned, a sudden, searing pain behind her eyes. Why had she never written this? Why had she wasted years, while her mother, a woman who had barely acknowledged her existence, had been dreaming?

Sarah ripped the page from the notebook. "Learn to play the piano." She crumpled it, feeling a grim satisfaction as it crinkled in her fist. Another item, crossed out in a shaky hand: “See the Eiffel Tower.” Good for her. Sarah tossed the paper in the overflowing trash can and stalked back downstairs.

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