He’d planted his feet, digging them metaphorically into the worn carpet of the IT department. Thomas was good at his job. He *liked* his job. The network was his domain. The new head of operations, fresh from corporate, had announced the move with a too-hearty slap on the back. Sales needed "his unique skillset." Thomas grunted a response.

The offer to relocate to the sales department was met with crossed arms and a heavy sigh. His gut twisted at the thought of cheesy sales pitches and forced smiles. He liked solving problems, the quiet satisfaction of debugging code. People were problems.

He spent the rest of the day meticulously documenting every line of code he'd written, every server configuration, his fingers flying across the keyboard with a focused intensity. He wasn’t going anywhere. He’d make sure they understood that.

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