The phone vibrated in his hand, a text message. "Mrs. Davies." The name appeared in clear, black letters. He stared at it, the blood draining from his face. His son, Sam, had Mrs. Davies. Twenty-five years. Twenty-five years since the woman had made him feel like he was nothing. He shuddered.

He dropped the phone, the metallic clang echoing in the otherwise silent house. The rage bubbled up within him, making his vision blur. He wanted to break something, to scream, to lash out. He felt trapped, suffocated by the past, by the injustice of it all.

He retreated to the garden, the cool evening air doing little to soothe his rising agitation. He yanked at the weeds with a savage intensity, pulling them from the soil, tearing them apart.

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