The house smelled of decay and lavender sachets. I hated the smell; it reminded me of the woman who had left it to us. My sister, Emily, hummed as she dusted a small porcelain cat. I felt a surge of something cold and unpleasant. She’d always been the favorite.

"It's charming, isn't it?" she chirped. The word grated on my nerves. Nothing about this house was charming.

I kicked at a loose floorboard in the hallway, the sound echoing through the silence. I wanted to break everything, to tear down the walls. To erase the memory of this place. To erase her.

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