He had seen it. The address, a cold collection of numbers that once represented a universe of warmth and comfort. The listing showed the exterior, meticulously landscaped now, the overgrown rose bushes his mother had loved, gone. Replaced with something…sterile. He felt a tightening in his chest, a sensation that made him want to rip something.

He leaned back in his chair, the squeak a rhythmic counterpoint to the racing thoughts in his head. His fingers drummed a frantic tattoo on his desk. He could go, he *should* go, see what they've done to the inside, to the heart of it all.

The cursor blinked mockingly on the listing. He closed the browser. He would not give them the satisfaction of knowing he cared. Not now, not ever.

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