The email glowed on the screen, a digital poison. “Lackluster execution,” it proclaimed. Chef Lena exhaled, the breath catching in her throat. She felt a burning sensation in her stomach. She closed her eyes for a moment, then opened them, a steely glint in their depths.

She marched into the walk-in refrigerator, its cold air a contrast to her simmering rage. She had a plan, a whole new menu. She pulled out the most expensive ingredients and ordered a shipment of the most exotic spices she could find. She had never been more determined in her life.

She would prove the critic wrong. She would make him choke on his words.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385