It wasn’t just a novel; it was a character assassination. Liam had written about her, about them, and the result was a grotesque distortion of the woman she knew herself to be. He’d painted her as possessive, manipulative, and utterly devoid of genuine feeling.

Her hands clenched. The air in the room felt thick, suffocating. She paced the length of their cramped living room. Every object in the room seemed to radiate a cold indifference, mirroring her own inner turmoil.

He would be home soon. She could feel a cold, hard knot form in the pit of her stomach. She pictured his face, the way his eyes crinkled when he smiled, the way he would apologize if he was in the wrong. She imagined how he would explain away his deceit.

She would be ready.

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