Sarah slammed the door of the pottery studio, the reverberation echoing the hollowness in her chest. Mr. Henderson, gone. Just…gone. No final lesson, no assessment of her current piece, no gentle encouragement. The kiln, normally a source of warmth and anticipation, felt cold and lifeless.

She stood frozen, hand still on the cold metal. She would not accept this. He couldn't just vanish, leaving her with half-fired clay and a burgeoning sense of resentment.

She decided to make something. Something ugly. Something hard. She’d take the wheel, and make a vase that was jagged. She'd pour all the anger she felt for Henderson into the clay. The vase wouldn't be pretty. It wouldn't be useful. It would be a testament to his silent departure.

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