The constant drumming in his ears. The feeling of being boxed in. He, Alex, hated it. Everywhere he looked, he saw the drawings. The feathered creature, mocking him with its crude, childish features. He'd find them folded up in his pockets, hidden under his pillow, left on his car seat.

He found himself wandering through the house, his steps restless and uncertain. His sister, Eleanor, was out shopping, leaving him to babysit. He kicked a stray toy, the plastic clattering against the floor. He wanted to break something, to shatter the fragile peace of the day.

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