The email arrived, a digital slap in the face. "We regret to inform you..." The words blurred, but the message was clear. They had chosen Emily. Anger surged, a hot wave that threatened to consume him. This was not fair. He deserved the promotion.

He immediately reached for his phone, a primal urge to call Emily. To berate her. To accuse her of some underhanded trickery. He paced the small apartment, his knuckles white as he clenched his fists. The walls seemed to close in, the air growing heavy. He didn't call. Instead, he slammed his phone down, the sound echoing in the sudden silence.

He knew he would have to call her eventually. But not today.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349