He stared at the blank white wall, ignoring the presence of the young man, Michael. The sunlight streamed through the window. It felt hot on his face. He felt like his blood was boiling.

He cleared his throat. "So, Michael, we'll start with the inventory." His tone was flat, devoid of emotion. He showed him the system, but he only pointed out the errors, the inaccuracies. He made it seem difficult.

He intentionally mislabeled items, creating a mess of the records. "The old system was always a bit... unreliable," he explained, with a thin, tight smile. Michael frowned, but continued to take notes.

He felt a strange tightening in his chest. He took a deep breath, trying to calm himself. The feeling was a knot of resentment. He would not make this easy.

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