"Gone," he muttered, the word a bitter taste on his tongue. The dog, oblivious to his master's turmoil, nudged his hand. He slapped the dog away. The dog yelped, then slunk back, tail tucked. That stupid dog.

He kicked a small pebble across the concrete, watching it bounce uselessly.

He’d spent weeks, months even, carving his initials into that tree, a symbol of permanence in a world of constant change. He felt an intense need to lash out, to punish something, anything. He didn't know what to do.

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