The sunlight glinted off the fallen branches, creating an almost serene, dappled effect. Inside, she sat in her armchair, her hands clasped tightly in her lap. The tree had fallen on the shed.

She could call the tree removal service, the one her husband had always insisted they use. But she also remembered his words, and that would be like admitting to herself that she needed someone else. Not now, she told herself.

Her jaw felt stiff. A sudden wave of heat washed over her as she considered the options. She grabbed a glass of water, and took a drink. It would take more than that to make her cave.

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