He sat ramrod straight in the armchair, listening to his daughter. "Dad, the family needs the money. The old violin is worth a fortune. Think of what you could do for your grandchildren!" His jaw tightened, the muscles in his face rigid.

He ran a hand over the smooth, worn wood of the instrument case resting on his lap. He could feel the familiar weight, the history. Each scratch and imperfection told a story. He felt a pressure behind his eyes, a familiar burning.

He stared out the window, watching the leaves swirl in the autumn wind. The violin was a piece of him, of his life, a reminder of his youth and his dreams. “It stays,” he said, his voice barely a whisper.

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