The old, leather-bound book lay open on the table, its pages filled with intricate sketches and handwritten notes. Clara’s mother’s botanical drawings were her legacy. Sarah, now a young woman, was studying botany at university.

Clara traced the lines of a delicate flower with her finger. Sarah’s excited voice cut through her thoughts. "Mom, can you show me how you did this? I'm having trouble with the watercolours." Clara flinched. The past few months, Sarah hadn’t shown the slightest interest. Now, suddenly, she wanted to know. "Not now, Sarah," she replied, her voice curt. She turned away, a strange discomfort bubbling in her chest. Not now, never, was more like it.

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