The air in the office had become thick with the smell of uncertainty, a scent that made Edward's temples throb. He found himself avoiding eye contact, a sudden tremor in his usually steady hands as he reached for his morning coffee. He'd been with the company for twenty years.

He refused to attend the "transition meetings," claiming a prior commitment. He would not participate in their restructuring plans. He would remain in his own office, quietly fulfilling his obligations.

When the new HR director requested a meeting, Edward cancelled. He sent a brief email, "Unavailable." He continued working on his current assignment, ignoring the rising tension in his own neck and the ringing in his ears.

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