The airport felt like a pressure cooker. Amelia's palms were slick with sweat. Her son’s graduation ceremony, the reason for the whole trip, was slipping through her fingers. She clenched her hands into fists, each muscle rigid. The gate attendant's polite reassurances about eventual departures were met with a curt nod and a stony gaze. She wouldn't listen to any suggestions to book a different flight. It was *this* flight or nothing. She pictured herself standing in the back, late, as her son got his diploma. The thought spurred her to walk around the terminal. Each step was a pacing of frustration.

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