A vein throbbed in Michael’s temple. The posters, plastered across the city, screamed his name—but the art, the pixelated, gaudy versions of his meticulously crafted woodcuts, were a grotesque mockery. He’d poured his soul into those intricate carvings, and this was how they were being treated. He could feel the fire building inside.

He saw the city's mayor, the man responsible, talking animatedly to a group of well-dressed people, gesturing proudly at one of the posters. Michael clenched his fists, the nails digging into his palms. He wasn't going to stand here and watch this charade.

He spun on his heel and walked towards the mayor. His steps were deliberate, each footfall a hammer blow against the polished pavement. He was not interested in politeness; he wanted answers.

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