"Should we try the emergency phone?" Mark, ever the optimist, chirped. Amelia glared at him. The man's relentless cheerfulness grated on her nerves, especially now. The elevator, stuck between floors, felt like a metal coffin.

She crossed her arms, a familiar gesture that she'd used since she was a child. The building's shoddy maintenance was a constant source of frustration, something she frequently pointed out. Now, this. She refused to give them the satisfaction of showing fear. Or, worse, needing help.

Mark, now clearly becoming restless, started pacing the small space. She turned away, staring at the numbers above the doors, counting them in her head. She would not crack. She would not budge.

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