The silence in the car was heavier than the late afternoon shadows creeping across the street. Amy stared out the window, watching the familiar landscape blur past. Her parents tried to soothe her, their words a meaningless hum. *Not the dance team.* The news had deflated her, leaving her feeling brittle and empty.

She refused to engage in conversation. She knew that there was no way to change the outcome. She wanted to be left alone with her thoughts.

At home, she locked herself in her room. She could hear the faint sounds of her siblings. She pulled out her ballet shoes, the satin feeling cold against her skin. She had spent countless hours practicing, but today, she didn't want to dance. She walked to the window, watching the sun set. After a short period, she started practicing and would not stop until the sun left the sky.

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