The old house. The very same address. He read the real estate listing, his fingers drumming a frantic rhythm against the kitchen table. The description was a saccharine portrayal of a life he knew was far from that. Warm. Welcoming. Family-oriented. He almost choked.

He felt a primal urge to lash out. The carefully curated photographs, the promises of a perfect life – it was all a lie. He wanted to expose the truth, to rip away the veneer of happiness and reveal the darkness that still lingered within those walls.

He had to do something. He paced the room, the anger churning in his stomach. He pictured the new owners, smiling and carefree, moving into a house that held so many painful memories. He wanted to make them understand, to suffer as he had suffered.

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