The lilies arrived at the office, their perfume a brazen assault on Amelia’s carefully constructed sense of order. She eyed them from across her desk, their pristine white heads mocking her. No card. Just a vague message on the delivery slip: "To brighten your day." Well, they wouldn't. She'd find out who sent these infernal blooms, even if it meant badgering the delivery company until they gave her the sender's name.

Her jaw clenched, Amelia shoved the bouquet to the edge of her desk. She wouldn't be swayed by such an anonymous gesture. It was likely a mistake, a clerical error. Still, the fragrant waves made her eyes water. She reached for a tissue, then pulled her hand back. She would not react.

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