The gallery owner, a slick man with a permanent smile, was trying to tell her something. But Elara, arms crossed, the knuckles of her hands bone-white, simply stared at the painting. It was hers, alright, the one she’d slaved over for weeks, and it looked… wrong. The vibrant hues she’d carefully mixed were somehow dull, the brushstrokes flattened. "Magnificent!" the man was saying. "The public is absolutely captivated!" Elara tightened her jaw. Captivated by a bastardized version of her creation. She would not back down; she would not pretend to be pleased.

The low thrum of the gallery's music felt like a physical pressure against her chest. She took a step closer, the scent of expensive perfume and pretentious conversation choking her. "It needs better lighting," she muttered, her voice barely a whisper. The smile on the gallery owner's face flickered. He’d clearly expected a different reaction.

She was not going to play along.

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