The email sat in Amelia’s inbox, a stark black and white photo attached: her "Celestial Dance" swirling across someone’s back. Anger, sharp and sudden, clawed at her throat. This was the fifth instance this year. She felt her face flush, heat prickling her skin.

She scrolled through the attached message, a brief, apologetic note from a gallery owner. “Fan art,” it read, followed by a suggestion for a collaboration. The sheer audacity. The casual disrespect.

She deleted the email without responding. She slammed her laptop shut. Amelia pushed away from her desk, needing to move, to *do* something. She stormed out of her apartment, heading for the busy city streets, the noise, the chaos, a welcome distraction. She was *not* going to engage. Not this time.

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