The news arrived during dinner, when the family was already seated at the table. "Guess who my teacher is?" asked his daughter, Mia, beaming. Robert's fork clattered against his plate. He didn’t want to know. "Mr. Grimsley!" Mia was still beaming, but Robert was not.

He felt a sudden tightening in his chest, a sensation of being utterly powerless. He remembered Mr. Grimsley's cold, critical demeanor. He could feel the familiar weight of his own childhood insecurities pressing down on him.

He excused himself from the table, claiming a headache. He went to his study and sat in the dark, the faint light from the streetlamp casting long shadows across the room. The past, he felt, was closing in.

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