A bead of sweat trickled down Mark’s temple as he shouldered the heavy trunk. "Leave it," his wife had pleaded. "It’s probably just junk." But the tremor in her voice had only fueled his internal fire.

The attic air hung thick and stagnant, the smell of forgotten things clinging to everything. He slammed the trunk down, the wood protesting with a loud crack. He’d never been the type to back down from a challenge.

He popped open the trunk's rusty clasps. Inside, neatly stacked letters, bound with faded ribbon, revealed a life lived within these walls long before his own. He was going to know every detail. He wasn't giving up.

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