The lawyer droned on, reading the will of the recently deceased Uncle Silas. "…and to my niece, Clara, I bequeath the contents of the time capsule buried on the grounds of the old manor…" Clara shifted uneasily in her seat. The other relatives exchanged knowing glances. She hated the feeling of being judged.

She'd never known Uncle Silas well, and she certainly didn't recall any time capsules. The legal paperwork, however, was irrefutable. The solicitor pointed to the details; her signature. She didn't believe it. She wouldn't. This was some elaborate practical joke.

That evening, as the rain pattered against the window, she drove to the manor. The grounds were overgrown. She found the spot with the help of the estate manager. She’d see this through, she had to. She would get to the bottom of this.

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