The phone rang again. It was Clara, a mutual friend, asking if she could convince Emily to change the date of her party. Emily's jaw clenched. The thought of rescheduling was a non-starter.

She stared out the window, watching the rain beat against the glass. The dampness seemed to seep into her bones. She had her plan, and that was that. She had her menu, her theme, her guest list. The invitations were already sent.

"No," she said into the phone, her voice cold. "I'm not changing anything." The words felt sharp, like tiny shards of ice.

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