The elevator ascended slowly, each floor a new level of simmering resentment. Mark knew. John was being paid more. John, who barely knew how to operate the coffee machine. He would not go to management.

He arrived at his desk, and the first thing he did was organize his files, ensuring every label was perfectly aligned. He straightened his pen holder. His blood was at a boil.

He spent the rest of the day meticulously checking every report, correcting even the smallest typo. He would prove his worth through flawless performance. He would show 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