The intricately carved wooden chest, her great-aunt's, sat open in the center of the room, its contents scattered for inspection. Her sister, her eyes gleaming with avarice, was pointing out various items with a clinical precision.

She stared at the chest, a wave of nausea washing over her. It held not just possessions, but the echoes of a life lived, a legacy she felt responsible for protecting.

She took a step towards the chest, her hands clenching into fists. "It's not for sale," she announced, her voice barely a whisper, but firm nonetheless. Her sister scoffed, dismissing her assertion with a wave of her hand. Ignoring the comment, she reached into the chest and began carefully gathering the items, her face a mask of serene resolve.

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