The door clicked shut, the sound echoing in the empty corridor. Michael refused to believe it. He’d followed every piece of advice, every recommendation, every *suggestion*. He’d absorbed everything about Mr. Chen’s philosophy. He’d dedicated his life to this practice.

He checked his pocket watch, its gleaming face reflecting his own grim visage. Mr. Chen was supposed to be here. He had a schedule, dammit. He walked to the window and stared at the empty parking lot. No car. No sign of departure.

He pulled the hat down further on his head, the brim casting a shadow over his eyes. He would simply wait. He wouldn’t acknowledge this, wouldn’t believe it. He remained motionless for the next hour. The building slowly emptied.

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