He had barricaded himself inside, piling furniture against the doors and windows. The sheriff’s deputy had knocked for hours, his voice growing increasingly frustrated. The smell of stale coffee and desperation permeated the air.

He moved from room to room, touching the walls, running his hands over the furniture, memorizing every detail. The sounds outside were growing louder, the rhythmic thump of a jackhammer a relentless heartbeat of destruction.

He would not be evicted. He would not leave.

He found a hammer, and with it, he began to systematically and carefully smash the walls, the only thing he could do.

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