He found the wreckage as he arrived, the air thick with the smell of sawdust and bruised leaves. It was gone. His gaze swept around, landing on the offending property owner who was watching him from his porch. Elias's fists clenched so hard, his knuckles went white.

He wasn't going to cry. *Never*. Not in front of *him*. The tears clawed at his eyes anyway. Years, decades even, of memories were now reduced to a pile of splintered wood. The anger was a cold, hard knot in his gut.

He strode towards his own shed, grabbed a spade, and began to dig a hole, directly in front of the empty space. A defiant gesture. He'd plant another one. A bigger one. An even more beautiful one. His lips were pressed into a thin, tight line.

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