The ache in Elias’s jaw made it hard to speak. He stood before the vacant space, the air thick with the scent of sawdust and fresh-cut wood. He’d driven for hours, just to see this. To bear witness to the end of a beginning.

He crossed his arms, the action a deliberate rejection of the emptiness. A low, guttural growl escaped his throat. He would not surrender. He would not fade.

He spat on the ground. They wanted silence? He would give them a tempest. He reached into his pocket and pulled out a small, well-worn book of poems. He would read aloud. Right here, right now, until his voice cracked and his throat burned.

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