The shared workshop buzzed with the sounds of power tools, but for David, it was a cacophony of aggravation. He'd poured his heart into this sculpture, a life-sized metal crane, a symbol of hope. Then, there was Marcus, building the same thing across the room.

David hammered furiously, the metallic clang echoing his inner turmoil. He worked with a feverish intensity. He would not concede. He would not be outdone. He would not share a single tool, a single piece of steel.

He intentionally avoided any eye contact. He would show him. He would build the better crane. His shoulders were tense, his breath shallow, a coiled spring ready to snap.

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