The email arrived, again, asking about the fence. This time, it included a detailed quote and a picture of the proposed design. James sighed, the air escaping his lungs in a frustrated huff. He pushed the email to the bottom of his inbox. He stared out the window, looking at the overgrown weeds which he had meant to pull a month ago.

He walked outside and began to work on a repair of a broken window. It was unrelated to the fence, but the hammering sound somehow soothed him. The neighbor called again. He let it go to voicemail.

That evening, he sat on his porch, drinking a beer, and stared out across the yards. He saw his neighbor watering her lawn. He looked away.

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