The campus library felt suffocating, the air thick with the scent of old paper and suppressed sighs. Sarah pushed her chair away from the computer, the rejection notification still glowing accusingly on the screen. A knot tightened in her stomach, a physical manifestation of her mounting frustration. She knew she was qualified. She'd poured her heart and soul into the application. She wouldn't rewrite it. She wouldn't appeal. They'd made their decision, and she'd make hers. She reached into her backpack, pulled out her sketchbook, and began to furiously fill the pages with charcoal lines, the pressure of her hand mirroring the pressure in her chest.

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