His mother’s words echoed in his ears, each syllable a tiny hammer blow against his skull. He saw his sister’s face, usually so sunny, now radiating a serene, almost alien peace. It infuriated him.

He slammed his fist against the kitchen counter. The wood groaned in protest. "You're all going to be damned," he muttered, his voice barely a whisper. The words felt like a physical expulsion, a venomous spray.

He couldn't stand to be in the same room. He needed to be away from the source of his current state. He grabbed his keys and left, the slam of the door a violent punctuation mark to his misery.

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