The air in the apartment felt thick, suffocating. David's unfinished manuscript, detailing the intricacies of Clara’s life, lay open on the kitchen table. It was almost comical how he’d romanticized his own faults. He'd painted her as the villain, the cause of all their problems.

Clara moved through the space, not acknowledging the book. He’d be back soon, expecting a reaction. He’d expect her to be hurt, angry, and ready to talk. She would disappoint him.

She began cleaning. She scrubbed the countertops, meticulously wiping away every speck of dust. She straightened the cushions on the sofa. She wouldn’t speak. She wouldn’t make eye contact. She would make him feel the weight of his actions. She’d let the silence become a fortress.

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