The sunlight streaming through the office window felt mocking on this particular Monday. Claire folded her arms, the crisp fabric of her blazer bunching against her chest. The email from her manager, the one confirming the move to HR, sat unread in her inbox. She’d seen it, of course.

Her gaze drifted to the framed photos on her desk: her team, all of them laughing during the last Christmas party. She'd known each of them for years. She'd built relationships, a shared history of office dramas and inside jokes. HR? They’d be a cold, faceless entity.

She sighed, a frustrated puff of air. The project proposals she was meant to review remained untouched, the glossy paper mocking her with its bright colors. She had plenty of work to do. Plenty of important, *real* work. The transfer could wait.

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