The flickering departure board mocked Elara. "Delayed," it sneered in its ugly, pixelated font. Her grandmother’s eightieth birthday. Eightieth! And she was stuck, fuming, in this overpriced airport purgatory. She refused to even *consider* the alternative routes the frazzled airline representative had suggested. Driving? Out of the question. Changing planes? Absolutely not. This was *her* flight, and it was going. Period. Her jaw tightened as she marched towards the duty-free shop, intending to buy the most expensive bottle of champagne she could find and drink the whole thing, just to spite the universe.

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