The tiny, cramped cafe seemed to shrink with every passing minute. James, face flushed, slammed his fist onto the table. His business deal, the one that could change his life, was resting on his arrival. He rejected the suggestion to reschedule, the idea of admitting defeat was unbearable. He glared at the television, its cheerful news anchors broadcasting the weather. He would just wait. He'd wait until the plane was ready. He'd sit and drink lukewarm coffee until the bitter end. He refused to look at the other possible travel options. His gaze became fixed on the automatic doors, willing them to open and let him escape this confinement.

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