The wind seemed to whisper malicious secrets as she stared at the newly installed swimming pool. The turquoise water shimmered, reflecting the endless blue of the sky. Her neighbor, Sarah, was hosting a party, laughter echoing across the manicured lawns.

A flush crept up her neck, a burning sensation spreading through her chest. She clutched the worn grocery bags tighter. Sarah, always impeccably dressed, had probably never worried about budgeting for groceries.

She turned away, the cheerful music grating on her nerves. The air felt thick, suffocating. Every breath was a struggle. She wanted to scream.

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