Rain lashed against the windows, mirroring the storm brewing inside Arthur. The detective had called, a polite but insistent man, wanting to “discuss the history of the property.” Arthur had hung up. Again. He already knew the history: a botched robbery, a missing will, a dead man in the living room. It was all in the town records.

He’d scrubbed the bloodstains himself, the memory still fresh. The new flooring, the fresh paint, the sun-drenched rooms – it was all him. He'd rebuilt everything. Let the past stay where it belonged.

The detective’s calls kept coming. So, Arthur pulled the phone from the wall. He'd fixed the pipes, the leaky roof, the creaky floorboards. He’d made this house his own, built it brick by brick. No one was going to tell him what to do with it.

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