“Well, isn’t this a surprise,” Fiona muttered, her voice tight, the envelope clutched in her hand. The postmark was from his town. She had almost forgotten his existence, but the letter, its presence, brought it all rushing back.

She retreated to her sunroom, the sudden warmth a stark contrast to the chill that had settled over her. The words blurred before her eyes, blurring the memory of the past. The apologies felt like a calculated insult. She felt a burning sensation on her face.

She took a hammer from the workshop, and went to the garden. There, with one swift blow, she smashed the clay pot that contained a rose he had gifted her long ago.

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