The photographs were spread across the kitchen table, a chaotic battlefield of deceit. His grandmother, the woman of unwavering faith and kindness, arm-in-arm with a man in a bar. A man that wasn't his grandfather. His teeth ground together.

He rose from the chair, a surge of adrenaline coursing through him. He wanted to demolish everything, to shatter the placid facade that had kept him from knowing the truth. His fists clenched so tightly his nails bit into his palms.

The sweet smell of his grandmother's baking, a scent that had always evoked comfort, now felt like a bitter mockery. He turned away, and the world seemed a little darker.

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