From the moment she'd found out, Clara had felt a tightening in her chest. She refused to open the link, not even a peek. It was about her, but it was not for her. A small part of her almost wished the essay would disappear into the digital ether. She knew it was a prestigious honor. It meant her work was valued. But, standing in the cold hallway, her arms crossed, she felt a profound resistance. She knew all the things the admissions committee would say she did well. She knew all the things her teachers said she did wrong. She would not, under any circumstances, let anyone in. Especially not today. She walked toward the elevator. The lobby was full of other people. She needed air.

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