The first thought that sprang to his mind was, *This is ridiculous*. "Well," he muttered under his breath, "This is just great." The air grew heavier with each passing moment. His co-worker, Susan, tried to start a conversation, but he deflected her attempts with short answers.

He had a report due. He had to present it at the weekly board meeting. Now, he was trapped in a metal box. The injustice of it all consumed him. He'd written the report, carefully, meticulously.

He would not be shown as the weak one, the one who panicked. He would stand here and show no emotion. He'd stand tall, and only acknowledge the situation when absolutely necessary.

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