The nurse's voice, usually so calm, was now riddled with a nervous tremor. "We... we're so sorry, Mr. Evans. This is the wrong file." The records in Elias' hands spoke of a life of athleticism and rigorous training, utterly at odds with his own sedentary existence.

He leaned back in his chair, a wry smile playing on his lips. "Right," he drawled, his tone dripping with sarcasm. He tapped a finger against the file. "Well, this is just peachy."

Instead of asking the nurse to make any corrections, he tossed the file on the floor. He wanted to go home and enjoy the quiet of his apartment.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385