The first sentence, the first paragraph, the first chapter: each line a carefully crafted jab. Alex read his novel, each page a fresh wound. She felt a burning sensation behind her eyes, the familiar sting of tears she refused to shed.

Her fingers trembled as she held the book. The words, once so intimate, now seemed like alien invaders, burrowing under her skin. He had taken their history, their shared experiences, and poisoned them.

She went into the backyard and found the shovel in the shed. She started digging in the dirt. It took a long time, and the sun beat down on her, but eventually she dug a deep enough hole. She placed the book inside.

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