The letter, addressed to “The Right Reverend Thomas Ashton,” lay on his desk amongst a pile of other mail. He knew instantly who it was from: his estranged son, Daniel. The boy had turned his back on the church and, by extension, on his father. He’d never quite forgiven him. Thomas picked up the letter, and the paper crinkled under his fingers. He had spent his entire life helping other people get to heaven. He was not about to budge when it came to his own flesh and blood. He placed the letter back with the other letters without a second glance.

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