He could feel the tremor in his hands, a physical manifestation of the tightening in his chest. The neighbor’s voice, a pleasant drone, floated in the air, proposing a shared plot. He focused on the intricate pattern of the paving stones beneath his feet, the familiar weight grounding him. A bead of sweat trickled down his temple, and he brushed it away with a jerky movement. "I'm not interested," he said, his voice flat, devoid of inflection. He turned and walked away, the implied invitation a lingering ghost.

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