The gala was in full swing, a lavish affair. He knew Blackwood would be there. He refused to hide. The accusations had reached a fever pitch. He could feel the eyes of the attendees on him as he crossed the room.

He saw Blackwood standing alone near the bar, looking drawn and pale. He'd never meet a plagiarism victim, but he knew Blackwood was his victim.

He walked toward Blackwood, and raised his hand to greet the man. He would not avoid the encounter. He would show them both that he wouldn’t be intimidated. He would make them see, it was not that bad.

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