The transfer notice landed on Amelia's desk like a death sentence. She’d meticulously crafted her corner of the Marketing department, a haven of order amidst the chaos. Now, she was being shoved into Accounts, a world of spreadsheets and stuffy accountants. She slammed her fist onto the desk, rattling her coffee mug. "Absolutely not," she muttered, the words catching in her throat. Her jaw clenched, and she felt a heat rising in her chest.

The meeting with her new supervisor, Mr. Henderson, was a disaster. He smiled too much, offered empty platitudes about "new opportunities," and generally oozed a forced pleasantness. Amelia barely made eye contact, fiddling with the corner of a document, her fingers tracing the sharp edge. She answered his questions with clipped responses, barely above a whisper.

Later, she found herself staring at the doorway leading to Accounts. The beige walls, the flickering fluorescent lights, the complete and utter lack of personality – it felt like a prison. She planted her feet, arms crossed, and remained where she was, as if anchored.

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