The restaurant was packed, the noise a deafening roar. Maya could barely hear the woman across the small table. "He told me he was divorced," the woman had said, her voice wavering. Maya felt a sharp stab of fury.

She pushed her uneaten pasta aside, the marinara sauce suddenly unappetizing. She wasn't going to let the woman off the hook. She’d been planning a romantic getaway. Now she felt ridiculous.

The woman’s hand went out as if to touch her. Maya flinched back. The touch felt like an insult. The woman could apologize until she was blue in the face, but Maya wouldn’t budge. She wasn't the problem. She'd been betrayed. She'd get the last word.

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