Mr. Bell, at the edge of his retirement, received a beautifully crafted wooden box. Inside, was a model of a bridge, perfectly constructed. The sender? Mark. Mark, who, according to Mr. Bell, had been too distracted to pay attention in class.

Mr. Bell studied the model with a critical eye, finding no flaws. The accompanying note simply said, "Thanks for the guidance, sir." He felt the blood rush to his face. He'd always maintained Mark wasn't the brightest of students. He would not display this in his living room, not until the old man had left for good. It would go in the attic.

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