The IT department's office was a cramped space filled with wires and the faint smell of burnt circuits. Daniel, who had been there for a decade, sat stony-faced as the new guy, a young man named Ben, struggled with a particularly stubborn server.

"Have you tried restarting it?" Daniel asked, his voice flat.

“Yes, I have,” Ben replied, a tinge of frustration in his voice.

Daniel watched him, arms folded, as Ben frantically typed commands. He knew the exact fix, the precise line of code that would solve the problem. He remained silent. He leaned back in his chair, seemingly lost in thought.

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