He slammed the laptop shut, the screen flashing the headline about Blackwood. His chest tightened. He refused to admit his hero, his mentor, his muse, could be a fraud.

He grabbed his copy of "Shadows of the Past" – the book that had inspired his own career – and started rereading it, page by page. He was looking for evidence of the accusations, proof that his idol was flawed.

He'd read it again, and again, until he could disprove the allegations. This wasn't the end. This was a challenge. He would write a response. He would defend Blackwood.

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