A cold wave washed over Arthur as he stared at the published essay. His research, years of painstaking work, was now signed by *Charles Montgomery*. He felt a chill creep into his bones, a feeling of icy betrayal that ran deeper than the surface. He wasn't going to just sit here.

He took a deep breath, the air filling his lungs with a sudden, sharpened focus. He would make them pay for this insult. He pushed away from the computer, the chair scraping against the floor.

His gaze swept over his desk, taking in the scattered notes and diagrams, the physical manifestation of his intellectual labor. He felt his hands begin to shake. He walked out of his small study and into the world, ready to confront the injustice.

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