He watched the child, Lily, from the doorway, her small frame hunched over the kitchen table. Her face was flushed with concentration, her tongue peeking out from the corner of her mouth. He could feel the familiar weight in his chest, a deep and unyielding resentment. He’d told his sister, Sarah, he’d been busy. He’d claimed he had work to do. But he'd stayed.

He stared at the newest drawing, a crayon depiction of the creature, a thing of lines and scribbles. "What do you think, Uncle Thomas?" Lily asked, her voice high and clear. He closed his eyes, his hands clenched at his sides. "It's... imaginative," he said, his words clipped. The urge to grab the drawing and tear it apart was strong.

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