The press release had been drafted, almost finalized. Sarah had imagined the headlines, the accolades. Then, at the industry conference, there he was: Michael, the rival architect. He'd unveiled a model so similar to hers it was uncanny. A sickening wave of frustration washed over her.

She straightened her spine, forcing herself to maintain a composed demeanor. Her knuckles were white from clenching her hands. He was trying to offer assistance, but Sarah refused to meet his gaze. She would *not* let him see the disappointment.

She took a long sip of water, even though she wasn't thirsty, and spoke in clipped tones. “I’m sure it’s a good project,” she said, her voice sounding strangely distant even to herself. “But I’ll just stick with my own plans for now.”

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