The silence was punctuated only by the whir of the stalled motor. "I'm sure they'll be here soon," Emily said, her voice wavering. Brian snorted, then shut his mouth hard. He was not going to give her the comfort of agreement.

He checked his watch. This was an affront. He had a meeting. He had a schedule. He had things to do, and this ridiculous contraption was holding him back. He would not show that he was rattled.

He ignored Emily's repeated attempts at conversation, focusing instead on his own breathing, which had become shallow and rapid. He would wait. He would outlast her. He would emerge, calm and composed, and then he would get to that meeting.

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