The text read: "Meeting postponed. Are you free to reschedule for tomorrow?" It was from the client, who had just demanded a rush job. He knew it was from the wrong number the instant the message arrived. His gut twisted into knots. Rescheduling meant acknowledging the client's power, and he refused.

The air in the studio felt thick. He glared at the text, then at the half-finished project on his desk. He refused to admit that he had made a mistake. He felt a bead of sweat trickle down his temple. He’d finish the job tonight. No matter what it took. He picked up his phone and typed a terse reply: "No problem." Then, he ignored the notification for the new message.

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