The surveyor's tape measured the square footage, a sterile process of detachment that filled him with rage. Michael knew every nook and cranny of this house, every creaking floorboard, every faded wallpaper pattern. He knew the secrets it held.

He kicked at a loose stone on the path, the force of the blow echoing in the sudden silence. The air was thick with the metallic tang of impending destruction, the smell of dust and regret.

He had promised his father he would take care of it, that he would protect the only home he'd ever known. He glared at the foreman, who was pointing at him impatiently.

He wouldn't give them the satisfaction.

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