A wave of heat flushed through Elaine as she read the news. She was being moved from human resources to the legal department. Legal? That meant more rules, more constraints. And she loved HR, the human connection, the constant buzz of activity.

She leaned back in her chair, the leather creaking slightly under her weight. Her fingers drummed against the desktop, a staccato rhythm mirroring her inner turmoil. She would attend the team meeting, sure.

The stack of employee performance reviews she’d been working on suddenly seemed more important. She had to finish them. After that, she would consider the relocation. Maybe.

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