He stood in the doorway, hands shoved deep in his pockets, listening to his sister. "Dad always said the pocket watch belonged to the next generation, Liam." He simply nodded, staring at the worn leather of the case.

"Think of what it could get us," she pleaded, waving her hands. Liam shifted his weight, his knuckles white against the denim. He felt a knot tighten in his stomach. He wasn’t going to budge. The watch, passed down through generations, represented more than just money.

The old clock ticked, each second amplifying the silence in the room. He pictured his grandfather, winding the watch carefully each evening, the rhythmic click a familiar sound. Liam closed his eyes briefly, inhaling the scent of old leather and time. "No," he finally said, his voice flat.

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