He disliked being told what to do. His wife, bless her, was always trying to “help,” but her suggestions usually made things worse. This was no exception. She kept telling him to leave the old house, that it was a waste of time. He was not inclined to listen.

The dining room had a strange resonance. He knew, with a certainty that settled in his stomach, that there was a hidden space behind the fireplace. He'd tested the bricks, felt the cold of the stone.

He spent the evening slowly removing each brick. The dust coated his clothes. He wiped the sweat from his brow, his hands were raw and stained, but he kept working. Eventually, a dark opening appeared.

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