The news felt like a physical blow. A tightness seized his chest, making it difficult to breathe. His fingers fumbled with the clasp of his watch, finally snapping it off his wrist.

He stormed through the apartment, kicking at the clutter he'd always meant to organize but never had. Everything felt wrong, out of place, an offense. He felt a seething resentment.

He switched on the television, flipping through channels without seeing them. The endless stream of smiling faces and perfect lives grated on his nerves. He wanted to turn it off, but he couldn't tear himself away.

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