“He’s just a dog, Martha,” the husband had said, a week ago. That word, “just”, infuriated him. Now, watching the dog prance across his perfectly manicured lawn, the sentiment was a burning ember in his chest.

The air felt thick, heavy with the scent of freshly cut grass now marred by muddy paw prints. He balled his fists, the tendons in his forearms bulging. This was a deliberate act, a flagrant disregard for his efforts.

He imagined the dog, sleek and black, locked in his garage. He imagined the owner, the little old lady, begging for mercy. The thought made him smile, a slow, predatory curving of his lips.

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