"I've found solace," Dad announced, his voice unusually gentle, "in the teachings of the Baha'i Faith." The words hung in the air, heavy like the family’s collective silence. Sarah's jaw clenched.

Her father's declaration, delivered with a serene smile, was a betrayal. A betrayal of the heritage, the weekly Shabbat dinners, the familiar rhythms of their lives. She felt her chest tighten. She was the one who had always followed, the one who carried the torch.

She looked at her siblings. They seemed… okay. Accepting. But she wouldn't budge. She began to focus on the chipped paint on the dining room table, tracing the edges with her fingertip. This change was happening around her, and she was not getting on board.

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