The email sat in Amelia’s inbox, unread for two days. She knew what it said. She’d seen the subject line: “Important Announcement Regarding My Future.” She pictured Professor Davies, all tweed and kind eyes, and felt a familiar clench in her stomach. Avoiding the message was her current strategy. Her research was going well, she kept telling herself. Professor Davies’ departure was irrelevant.

The library was stifling, the air thick with the scent of old paper and dust. Amelia meticulously organized her notes, a task she’d already completed twice that morning. Each index card was arranged by color, then topic, then subtopic. She felt a burning pressure behind her eyes, the kind that came right before a headache.

She slammed the book closed, the sound echoing in the silent room. "This is ridiculous," she muttered, not meaning the research, but the knot of tension in her chest. She needed to focus, to prove her advisor was wrong to leave.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349