The discovery was made during a city clean up. The city workers delivered the time capsule to Evelyn’s apartment. “We thought you’d like to see it,” they said, with a suggestive smile. Evelyn hated being put on the spot.

She sat on her sofa, the metal box gleaming in the artificial light. She opened the lid slowly, feeling a profound lack of interest. A collection of old magazines, a half-eaten bag of chips, and a cheap plastic toy.

She thought about getting rid of it right away. No. She'd put it on the kitchen counter. Then, maybe, tomorrow. Perhaps she’d look through it. Or maybe not.

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