The afternoon sun streamed through the window of the antique bookstore, illuminating dust motes dancing in the air. Inside a book, tucked between the pages of a poetry collection, she found the letter. She knew she should leave it, report the find to the shop owner. But that feeling – that intense refusal to yield – was a familiar companion.

She’d come to the store for a specific book, a specific edition. Now this was here. A letter. It changed everything. She felt her hands clench.

She wasn't letting the letter ruin her afternoon. She wouldn’t allow it. It felt like a challenge, and she would win.

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