The gym felt colder, the air thinner than usual. The other players were milling around, their faces a mixture of sympathy and relief. He ignored them. He felt a pressure in his skull, a throbbing ache. He had worked so hard.

He gathered his belongings with slow, meticulous care, folding his jersey with unnecessary precision. He would not allow a single emotion to pass his face. He’d show no weakness. He wasn't weak.

He walked past the coach without a word, his back straight, his shoulders rigid. They would remember him. They would all remember him.

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