He stared at the listing with a barely suppressed tremor. The house, his childhood sanctuary, now reduced to square footage and marketable features. The new owners would not understand the stories held within those walls. They wouldn't know the secrets.

He felt a pull to go there immediately, to defend the ghosts of his childhood, to whisper their names into the empty rooms. He abruptly abandoned his work, leaving his papers scattered across his desk.

The drive was a furious race against time, a desperate attempt to reclaim a piece of himself that was being auctioned off to the highest bidder. When he reached the house, he stood on the sidewalk, his hands clenched into fists, staring at the pristine, untouched façade. He would not allow it to be erased.

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