The apology was a typed document, cold and impersonal, an insult to the deeply personal wound it addressed. Thomas scoffed, crumpling the paper in his hand. He balled it up, squeezing until his knuckles turned white. He considered tossing it into the fireplace, letting the flames consume it.

He sat for a long moment, staring out at the snow-covered landscape. The world was quiet, still. He felt the opposite; a volcano of simmering emotions. The anger, frustration, and betrayal all churned within him, a toxic brew.

He went to the garage and started his old motorcycle, the engine roaring to life, filling the air with the smell of gasoline. He rode for hours, the biting wind whipping against his face, a defiant gesture against the world that had wronged him.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349