The accusation hung in the stale air of the professor’s office. Elias stared out the window, refusing to meet the man’s gaze. The late afternoon sun cast long shadows, mimicking the length of his own stubborn silence. He felt a knot tighten in his stomach, a familiar pressure whenever he was cornered. "I don’t understand," the professor had said, his voice laced with gentle disappointment. Elias, however, understood perfectly. He had cited the source. He *knew* he had.

He crossed his arms, the action a deliberate shield. The room felt suddenly small, the academic gowns hanging on the coat rack like judging figures. He focused on the patterns in the rug, anything to avoid the inevitable. The words, however, wouldn't come. He wouldn't justify himself. Not to *this* man.

The professor sighed, the sound a low, frustrated rumble. Elias felt a flicker of satisfaction at the sound.

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