The artist, Clara, arrived to find her sculptures rearranged, and, worse still, re-priced. The gallery owner, a woman with a voice as sweet as honey, was gushing over the "artistic license" she'd taken. The modifications were obvious: the delicate balance of Clara's work had been destroyed by garish additions.

Clara felt a coldness spread through her. The air in the gallery seemed to thin, making it difficult to breathe. She'd spent months perfecting these pieces, and this woman had just… ruined them. She folded her arms across her chest.

"Well, dear?" the woman asked, her smile still in place. "Aren't they wonderful?" Clara's jaw tightened. She wouldn't yield.

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