He rehearsed his speech in his head, a series of sarcastic one-liners. He'd imagined the startled faces, the awkward silences. He even chuckled to himself, relishing the thought. He ran his hand through his hair, then ran it over his chin in a gesture that showed a lack of emotional willingness.

He spent the morning ignoring calls from his mother, feigning illness. He'd shown up at the last possible moment, fully intending to leave as soon as he could. He was not looking forward to this.

He saw the room from the doorway, and the forced happiness only made him want to leave even more. He swallowed hard, then walked into the ballroom.

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