The phone rang again. It was the publisher, wanting to schedule a book tour. Sarah ignored the call. The biography, “Sarah Chen: Unfolding Strength,” sat on the coffee table, a constant reminder of the betrayal. The author had woven a story of overcoming adversity that felt completely artificial, and she felt like a stranger in her own life.

She picked up a pen and started scribbling in the margins, furiously scratching out passages. Her hands were shaking with indignation.

She would not be used. She would not be molded. She would retreat. She would disappear. She would not give them the satisfaction of her attendance.

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