The university's administrative building was a mausoleum of polished marble and hushed whispers. Maya felt a tremor in her hands as she sat across from the disciplinary board. The accusation—that she had stolen from another student—was a venomous snake, twisting in her stomach.

She had been working on the research paper for months. She had chosen the topic herself. She had spent countless hours at the computer, doing research, writing and rewriting the arguments. She felt an intense protectiveness towards the work.

The board members, with their impassive expressions, seemed to represent an unfeeling system. Yet, within her, a different kind of fire ignited. "I will not be silenced," she declared, her voice ringing with unexpected clarity. "I wrote that paper. I will prove it."

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444