The ballroom hummed with polite conversation and clinking glasses. Ethan shifted uncomfortably in his borrowed suit. His father, beaming, had introduced him as "the proud son" before scurrying off to gladhand someone else. Ethan gripped the podium, knuckles white.

He was supposed to gush about his dad's dedication, his integrity. But all Ethan could see was the endless criticisms, the pressure to follow in his footsteps. His mouth felt dry, his throat constricted.

He looked at the crowd, the well-wishers, the colleagues. They seemed to expect a particular performance from him, a validation of his father's life. He would give them something else.

He took a breath. "My dad," he began, his voice flat. "He always said..."

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