The afternoon sun cast long shadows as Sarah surveyed the fence. Her neighbour, Mr. Henderson, had finally approached her. "The old elm is causing problems with the sewer line," he said.

Sarah walked over. The elm tree was gigantic, her family had planted it decades ago. It had withstood wind and storms. It was a part of her heritage.

"We can get the roots pruned," she offered, but her tone was dismissive. She had a sudden, overwhelming urge to protect it.

He sighed. He tried to explain the potential expense, the future damage. She listened, but her mind was elsewhere, picturing the tree's powerful trunk. It had witnessed her childhood, her life.

"I'll think about it," she said, avoiding eye contact. She knew the tree would remain.

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