The cafe air, usually smelling of roasted beans and sweet pastries, felt stale. Liam planted himself in the corner, arms crossed, legs ramrod straight beneath the small table. He'd waited half an hour, already. Finally, Sarah walked in, a burst of sunshine in a floral dress. He'd rehearsed his greeting a hundred times, but the words caught in his throat.

"Sarah? Over here!" Liam's voice sounded strained. She looked at him, blinked, and her brow furrowed.

"I'm sorry, do I know you?" Her voice held a polite, yet confused, inflection. Liam felt a cold knot tighten in his gut.

He leaned back in his chair, fingers drumming a steady, infuriating rhythm on the tabletop. He wouldn’t be the one to back down, not after all this time and planning. "We spent summers together. Remember the treehouse? The scraped knees?" He knew he sounded accusing.

She shook her head slowly, a delicate frown creasing her forehead. “Look, I really don't recognize you. I’m meeting someone, maybe another time?” Liam pushed his chair back abruptly, the legs screeching against the tile. "Yeah, maybe," he muttered, avoiding eye contact as she walked away.

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