He stared out the window, the panoramic view of the vineyards a blurry canvas through his own internal fog. “It just doesn’t make sense,” Leo muttered, his jaw set. His sister, Amelia, had been handed the keys to a thriving family business, their late father’s pride and joy. He, on the other hand, received a box. A wooden, beautifully crafted box filled with… stones. Perfectly smooth, river-worn stones.

Amelia was already making plans, her voice bubbling with excitement as she discussed expansion and new markets. He, however, found himself unable to join in.

He picked up a stone, turning it over in his hand. It was just a rock, yet the more he held it, the more he understood that it wasn’t just a rock. He would prove her wrong.

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