The old woman, his grandmother, sat in her wheelchair on the porch, staring at the house with vacant eyes. The workers were coming. He knew what she would do. He’d seen her reaction to death, to loss, to anything she couldn’t control. She would shut down. She would disappear inside herself. He was the one who had to deal with the practicalities, the paperwork, the cold, hard reality of the situation. He was the one who was left behind.

“It’s just a building, dear,” she’d said, her voice a fragile whisper. Just a building. He wanted to scream at her, to tell her it was more, so much more. He stared at the house, a knot forming in his throat.

He pushed her wheelchair toward the car, his hand gripping the cold metal of the handles. He glanced back one last time at the house, as if it was his fault.

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