The email arrived, a carefully worded apology, laced with excuses. Clara deleted it without reading the subject line. This was the third time this week a new message had hit her inbox. She wasn't going to reply. He was the one who'd done the wrong, after all.

She walked the familiar route to her office, head held high. The crisp autumn air did little to dispel the tension knotting her stomach. The sunlight hit the glass of a building and caught her eye. She was not going to be the one to back down.

When she arrived at work, she ignored the concerned glances of her colleagues. The phone vibrated on her desk. His name. She would not pick it up. He was the one in the wrong. She’d made plans for the weekend, plans he had ruined.

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