The sun beat down on the track, the heat mirroring the fire that burned in Alex’s gut. The cross-country list was posted, and his name was not among the starters. He was listed as an alternate. After all the running, all the sacrifice.

His face was a mask of cold fury. He refused to speak to anyone. He wouldn't look at the other runners, who were laughing and congratulating each other.

Without a word, he turned and started running. He ran the same course as the others, but alone. He ran as if propelled by a force beyond his control, faster, harder, further than he had ever run before, each step a declaration of defiance.

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