The old house felt empty, cold. Even after years, the pain still lingered. Amelia found the letter tucked within a book. Her aunt's resignation, from a teaching position. Her aunt had always been her champion, the one who supported her dreams. The letter spoke of burnout, of a lack of support, of a slow, steady decline.

Amelia felt a sharp pain in her chest, as if someone had punched her. She crumpled the paper, the sound a small explosion in the silence. All the stories, all the laughter, the love, the care. It was all a facade. Her aunt had never truly been happy. She tossed the paper onto the fire, and watched it burn.

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