The software was almost finished. Miles, the lead coder, had been working around the clock. He was on the verge of a breakthrough when a notification pinged: a project, identical to his, had been submitted by a competitor.

Miles slammed his fist on the desk. He reread the notification. He would not back down. He would not surrender.

He slammed his hands on the keyboard and started to type, his fingers flying across the keys. He would not look at their code. He would not compare. He would start fresh. His would be the better one. He would beat them.

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