Eliza, the owner and head chef, crumpled the newspaper in her hands, the ink smudging across her palms. The critic’s words stung. “Overly ambitious. Chaotic. Disappointing.” She tossed the paper into the trash, the action sharp and decisive. That reviewer didn't know anything about flavor profiles or the effort needed to make a dish perfectly.

Later that day, she found herself walking along the docks, the salty air doing little to soothe her irritation. The critic had called her dishes "pretentious," and she fumed. She would *not* dumb down her cooking.

Back in her kitchen, she ignored the suggestions of her staff to dial things back. Eliza, instead, became even more focused on the elements the critic dismissed. She delved deeper into the techniques and presentations. The kitchen became a crucible, where she would test her skills and prove the critic wrong. She planned a tasting menu, complex and intricate, a rebuke served on delicate china.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391