The delay notification was a brutal, physical sensation. A cold hand squeezed Blake's chest. His brother's wedding. He had been planning a speech. Now, nothing. The world was conspiring against him.

He slammed his fist on the armrest, the plastic cracking. He wanted to break something, to release the torrent of frustration that was building inside. The cheerful chatter of the other passengers grated on his nerves.

He thought of the airline’s management, picturing their smug faces. He imagined all sorts of unfortunate outcomes for them. He wanted to watch the world burn. The feeling was a dark companion.

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