He’d put in the hours, the extra effort. He knew the numbers, the clients, the ins and outs of the whole operation. The promotion had gone to someone else, but she was new. He was furious. That person approached his desk, offering a warm smile and a handshake.

He pretended he hadn't heard. He turned back to his computer screen, busying himself with work, and typing furiously. "Could you repeat that? I didn't hear you," he said, without looking up.

He didn't acknowledge the outstretched hand, and continued working.

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