The air was thick with the scent of freshly cut wood, a nauseating perfume. His chest felt constricted, as if a vise were tightening around his ribs. He wanted to shout, to scream, to tear something apart.

He found his father, who was the one who had made the decision, and he tried to speak, but the words wouldn't come. He wanted to say how betrayed he felt, but instead, he simply stood there, glaring. His father's gaze became a painful spotlight as his hands balled into fists.

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