"But, Samuel, the mortgage payment is due!" His wife’s voice cracked slightly. He stared out the window, at the rolling green hills of their property. They’d worked hard, poured their hearts and souls into this place. The antique rocking chair, a relic from his grandmother, sat silently on the porch.

He could feel the tremor in his hands, the involuntary clenching of his fists. His wife continued to list their options. Samuel pretended to focus on the view.

The warmth of the sun did little to lessen the chill that had settled deep within him. He was not giving in. He thought of his grandmother, always sitting there, rocking and humming. He felt her presence nearby. "We'll find another way," he finally stated, his voice tight.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391