The vibrant colors of the mosque seemed to taunt him. He stood outside, his hands shoved deep in his pockets, refusing to enter. His sister's laughter, coming from inside, was like a knife twisting in his gut.

He thought of all the times they’d spent together, the shared holidays, the inside jokes. All of it now seemed tainted, corrupted. He felt a bitter taste in his mouth.

He imagined them all inside, happy, content, without him. The image was unbearable. He turned and walked away, the setting sun casting long, accusing shadows behind him.

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