The phone call with his sister stretched on, each sentence twisting the knife deeper. "The locket is just clutter, David. A valuable piece of jewelry, yes, but ultimately just…stuff." David gripped the phone harder, his knuckles bone-white.

He walked to the window, the locket was a small, round thing on his nightstand. He could still smell his mother's perfume, a phantom scent clinging to the air. He felt a hot flush rising in his cheeks.

He let out a short, harsh laugh. She didn’t understand. This little thing was all that remained. “I’m keeping it,” he said, his voice hard.

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