He found himself deliberately taking the long way home, avoiding the street where his parents lived. Even the thought of their house, their presence, ignited a spark of inner turmoil. His foot tapped furiously against the cracked sidewalk.

Finally, he stood before the door, the peeling paint a silent commentary on his own life. The sound of his mother’s voice, cheerful and expectant, made him flinch.

Inside, the house felt oppressive, filled with the scent of potpourri and a happiness he didn't share. He wanted to shatter the carefully constructed facade of contentment.

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