My sister's announcement, a newfound devotion to Rastafarianism, was delivered with a gentle smile and a plate of Ital stew. I picked at the colourful vegetables, the unfamiliar flavours a distraction. Her dreadlocks, usually a part of her, suddenly looked like a symbol of defiance.

She spoke of Jah and unity and a rejection of materialism. Her voice, usually soothing, grated on my nerves. I found myself focusing on the intricate patterns on the tablecloth, tracing them with my finger.

Later, walking home, the city lights seemed to mock me. Why couldn't she be content with things? The stars were indifferent to my confusion.

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