The antique writing desk, his father's, was displayed prominently in the living room. His stepmother, clutching a folder of financial documents, was discussing the potential selling price with a brisk determination. The air was thick with the odor of stale cigarette smoke and unspoken tensions.

He felt a familiar tightening in his chest. The desk was a symbol of his father's presence, a tangible connection to the man he had loved. He refused to let it go.

He remained seated, his gaze fixed on the desk, his jaw clenched. His stepmother continued speaking, but her words seemed distant, unimportant. Finally, he stood, his movements slow and deliberate. He walked over to the desk, opened a drawer, and took out a faded photograph of his father. With no words spoken, he walked out of the room.

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