The email from the art instructor arrived with a polite, yet dismissive, tone. "The piece lacks the conceptual depth required for a higher grade." Alex stared at the screen, his fingers drumming a rapid tattoo on his desk. He’d spent weeks on the sculpture, painstakingly welding the metal, obsessing over the angles. He’d even skipped meals to finish it. He’d poured his soul into it! Dismissive? He scoffed. He was going to demonstrate that his concept was profound, even if he had to dismantle the piece and rebuild it from scratch, using only toothpicks and chewing gum.

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