The notification buzzed, a wasp's sting. Liam stared at the words, his eyes narrowing. His diary. Online. He should probably be upset. He felt… annoyed. Deeply, thoroughly annoyed. They thought they could just expose him? Well, they had another thing coming.

He straightened his back, a slow burn of resolve spreading through him. He wouldn't cave. He clicked the laptop shut and started pacing. He pulled out a box of paints and set up his easel, his movements precise and purposeful. The canvas was blank, and he glared at it.

He spent hours creating a masterpiece. He would create something so profound, the online world would be left breathless and silent. They would not know his response.

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