The sun beat down on the dusty attic space. It was suffocating. Michael found the letter while sorting through his grandmother's effects. A letter of resignation from the nursing home where she worked for decades. The date was old, decades before he was even born. He had known her as a sweet, caring woman, always full of kindness. But the letter… it was cold, clinical. It spoke of a difficult environment and an inability to continue.

He reread the words, the phrases like accusations. He felt as if a heavy weight had settled on his chest, making it hard to breathe. He remembered the stories she told him of her life, the way she would light up when she spoke of her patients. All of it felt like a sham. A lie to the ends of the earth. He grabbed at his chest, as if physically trying to pull the letter from his mind. He wanted to rip the paper to shreds.

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