The lunch meeting after the interviews was torture. She, Maria, radiated an almost unbearable positivity, recounting her answers with a cheerful confidence. He, David, remained silent, picking at his food, the tension in his jaw making it hard to chew. The air in the restaurant felt thick, suffocating.

He offered brief responses, each word measured and detached. Her bright smile felt like a weapon, and each compliment offered, a taunt. He looked away, focusing on the bustling city street outside the window. He needed to leave.

He abruptly stood up. "I'm going to step outside for a bit," he said, and walked out, leaving her mid-sentence.

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