The email sat in Amelia’s inbox, a stark white rectangle that throbbed with a threat she couldn’t quite name. "Congratulations!" it shouted, followed by the saccharine words, "Your essay has been selected…" Selected for what? To be dissected? To be judged by a panel of people who didn’t know her? Her jaw tightened. She clicked on the link anyway, the sound of the mouse loud in the suddenly silent room. There it was: her essay, her raw, vulnerable thoughts, plastered across the website of the most prestigious university in the country. A flush crept up her neck, even though she knew she had nothing to hide. Or did she? She closed the laptop with a snap, the click echoing the defiance rising within her. She would not read the comments. She would not seek validation. She would not, under any circumstances, allow this to ruin her Friday night.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391