The old house felt empty. The creak of the floorboards echoed in the silence. Leo found the list tucked inside a well-worn leather-bound journal. "Learn to play the guitar" – his father, a man of simple pleasures, had wanted to learn. He felt a flush of annoyance.

He slammed the journal shut. He walked to the kitchen, poured a glass of water, and drained it quickly. He had no time for music lessons.

That night, sleep eluded him. He tossed and turned, the melody of a guitar playing itself in the back of his mind.

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