The silence in the room was deafening, punctuated only by his shallow breaths. He sat across from the woman who, according to the DNA results, was his biological mother, a total stranger. He'd tracked her down, desperate for answers, for any semblance of truth.

He’d asked her questions, but he'd heard lies, evasions, and a desperate plea for forgiveness. The room was stuffy, the air heavy with unspoken truths and manufactured emotions. He stared at her, and then he closed his eyes, and a wave of it washed over him, a burning heat.

He rose from his chair, a sudden movement. He was leaving, and he would never look back. He would make her hurt.

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