The gold lettering on the banner, "Celebrating Robert's Years of Service," seemed to mock Mark. He gripped the small, pre-written speech in his sweaty hand. He should be grateful, he knew. His father had provided, had worked tirelessly. But the resentment felt like a physical thing, a weight pressing down on his chest.

He hated the forced conviviality, the congratulatory pats on the back. He hated the way everyone acted like this was some kind of victory. He felt a deep, abiding fury.

He walked to the podium.

He looked at his father, his face carefully neutral. He began his speech.

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