"Are you absolutely certain, Detective?" Amelia demanded, her voice sharp enough to cut glass. The detective, a young man with a polite but firm demeanor, nodded. He gestured to the excavation site, where a perfectly preserved time capsule lay exposed. "The team uncovered your name and fingerprints on the container, Ms. Thorne. The date confirms it was buried twenty years ago."

Amelia's jaw tightened. She folded her arms, her gaze fixed on the capsule. She felt a burning pressure behind her eyes, the familiar sensation of anger rising. She was adamant. Twenty years ago she was… well, she was occupied. Completely, utterly, and irrevocably occupied.

She knew she hadn’t buried a time capsule. She remembered every minute of her life. The detective cleared his throat. He asked if she wanted to open it. Amelia shook her head. Not until she could understand how it ended up there.

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