"It's just… impractical, Anna," Ben said, his tone laced with a patience that grated on her nerves. The words hung in the air, heavy and insistent. The old house, a monument to their grandmother's life, felt to her as if it were still occupied.

She hadn’t slept well since their arrival, and exhaustion made her even more sensitive. The house’s creaks and groans were a symphony of resistance, mirroring the internal battle raging inside her.

The sunlight streamed through the dusty windows, illuminating the intricate carvings on the fireplace mantel, the scent of potpourri, still lingering in the air. The world outside, the one of reality and the practical, seemed to fade away. "We're keeping it," she said, her 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