The email glowed on Leo's laptop screen, the words of polite disappointment seeming to sneer at him. He slammed the laptop shut, the sudden action jarring the silence of his room. He went to the fridge and grabbed a bottle of water. He walked up to the window overlooking the park. It was a beautiful day, full of activity, but he saw none of it.

He thought of all the sacrifices, all the hours spent studying plays, practicing routes. He wasn't going to just give up. He would find another team. He would find a way. He would make them regret their decision. He would keep playing, no matter what.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391