He had told his mother he would help. That was a mistake. Now, Leo stood in the cramped storage room, surrounded by his own discarded history. The air hung with the odor of mothballs and dried glue. He felt an undeniable urge to flee.

The box in front of him, overflowing with school assignments, seemed to radiate a silent judgment. His mother’s intention was clear: she wanted to relive every moment.

He wanted to scream.

He picked up a crumpled drawing, a crude representation of a spaceship. A wave of irritation washed over him. He was a grown man! He had better things to do than to revisit his awkward early attempts at art. He would give her the satisfaction of the memory, or this would take forever.

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