The sunlight was too bright, the laughter too loud. Michael felt a slow burn behind his eyes, a familiar throb of discomfort. Lily, his niece, chattered excitedly about her friend, a feathered thing she called "Sparklewing." He wanted to scream, to lash out. He felt trapped in the suffocating sweetness of it all.

He found himself pacing the house, his steps heavy and agitated. He’d seen the drawings, the endless parade of the winged anomaly. He hated the way it seemed to hover just beyond his grasp, a mocking reminder of something he had desperately tried to bury. He went outside, unable to stand the confinement any longer.

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