The phone rang. It was the company. Amelia's heart leaped, but when she heard the news, her face fell. The words "we've gone with another candidate" hung in the air, heavy and disappointing. She'd spent weeks preparing.

"I see," she said, her voice flat, emotionless. She kept her tone polite, formal, like she was talking to a stranger. As the HR person continued to speak, Amelia tuned out the rest of the conversation.

She would not ask for feedback. She would not acknowledge defeat. She would apply for *every* open position at the same company, even if it meant doing the same application a hundred times.

The feeling in her stomach burned with each passing second, but Amelia's face remained rigid, a mask of composure.

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