The gallery owner, a simpering man named Cecil, kept gesturing at the forearm. “Remarkable,” he gushed. “Such a…devotion to your style.” Sarah stared at the offending arm, the woman's, a vibrant, if imperfect, reproduction of her "Crimson Bloom" series. She didn't respond, instead crossing her arms, the movement almost violent. The cheap perfume the woman was wearing was making her head ache.

Cecil, undeterred, continued. "The artist, clearly a fan, even altered the negative space…a fresh take!" Sarah felt a pulse throb in her temple. Her own take, meticulously planned, was being diminished by this...enthusiasm. She focused on a crack in the pristine white wall, a tiny imperfection in a world that suddenly felt full of them.

"So," Cecil chirped, "What do you think? Perhaps a collaboration? A series on skin?" Sarah finally spoke, her voice low. "No." Then, she turned and walked away, the gallery owner's wheedling calls echoing behind her like the buzzing of an insect she wanted to squash.

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