The professor, a man with a perpetually furrowed brow, pointed to a paragraph in the essay. "This section... it's almost word-for-word from another source, Mr. Chen."

Daniel, in response, leaned back in his chair, the squeak of the plastic reverberating in the quiet office. He met the man's gaze without flinching. His jaw tightened. He should feel shame. Guilt. He didn't. He felt… annoyed.

He ran a hand through his hair, dislodging several strands. He wouldn't justify himself. They could think whatever they wanted. His thoughts were his own.

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