The first draft, the crumpled pages, tossed carelessly into the recycling bin. He thought he could just discard it, like it was nothing. The sheer audacity. She should have shredded it. She should have set it on fire.

The afternoon sun, blinding in its intensity, made the shadows in the house dance and shift. She sat on the porch swing, arms crossed, staring at the empty street. A car rumbled past. She refused to even blink.

He found her there, eventually. “I was going to surprise you,” he began, voice strained. She said nothing. He went on, trying to explain. She just stared at the horizon, a knot forming in her stomach.

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