The worn leather-bound journal sat on the desk, its pages filled with her grandfather's meticulous handwriting. Her brother wanted to get rid of it. Too private. Too much information. The implication that she didn't care for it sent a searing wave of heat through her.

"It’s just clutter, Sarah,” her brother had said with a dismissive wave of his hand. His words left a bad taste in her mouth. She couldn't respond.

She ran her hand across the cover, feeling the worn texture beneath her fingertips. She closed her eyes, remembering her grandfather, hunched over the desk, his pen scratching across the pages. The journal was the only tangible link to her, and the thought of giving it up filled her with a sense of dread.

"No," she said, her voice barely audible. "Just no."

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349