The new owner, a young woman with a perfectly sculpted face and impeccably styled hair, kept sighing and checking her watch. Every gesture and look suggested impatience and disgust. For weeks, David had refused to pack. He had refused to speak to the movers. He had refused to even acknowledge the impending doom.

He’d spent the last few hours sitting on the porch swing, listening to the rhythmic creak of the chains, the only sound that seemed to penetrate the oppressive silence. The approaching machinery was making an awful racket.

He thought of his mother, her ghost in every room. He felt her loss anew as the first of the demolition crew stepped into the yard, a man wielding a clipboard. David tightened his grip on the porch swing's chains.

He was staying put.

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