He held the letter at arm’s length, as if it was a diseased object. He refused to look at it closely, but a glance told him enough. The handwriting was neat, almost prim, an ironic contrast to the chaos it represented. Michael set it on fire, and watched the paper turn to ash.

His back was stiff, and his shoulders were tight. He clenched his fists as he stomped to his workshop. He threw himself into his work, hammering, sawing, and shaping wood with a ferocity he barely understood. He was working on a project, a sculpture, and it was a project he had delayed for years.

The wood chips flew, and the air filled with the scent of sawdust. Each strike of his tools was a denial, a refusal to budge from the well-worn path of his resentments. He couldn't care about the letter. He had more pressing matters.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349