"Move-in ready," she read, her voice dripping with venom. The images of her childhood home were a constant, taunting reminder of her past. She felt a crushing weight in her chest, a sense of profound injustice.

She wanted to tear the photos down, to rip them apart, to scream at the screen. She felt a surge of adrenaline, a desperate need to inflict pain. Each new feature was another shot to her core.

She envisioned the prospective buyers, their naive smiles, their unburdened happiness. She wanted to warn them, to reveal the truth, to make them understand the darkness that lurked within those walls. She wanted to ruin them.

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