The bright sunshine assaulted his eyes. He hated the world on days like this. Every happy face, every laugh, felt like a personal affront. He hunched his shoulders, navigating the crowded yard sale with a palpable tension.

He paused before a table overflowing with forgotten treasures. A wave of bitterness washed over him, a familiar and unwelcome guest. And there, amongst the clutter, he saw him. His childhood teddy bear, Rupert. He was missing an arm, and one eye was hanging by a thread.

He paid the woman, barely meeting her eye. He walked away with a tight smile on his face, feeling something akin to a satisfied burn in his gut.

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