A cold sweat slicked down Liamโ€™s back, but his voice was steady. "I understand you have some concerns, Professor." The room felt stifling, the fluorescent lights buzzing like angry insects. He took a deep breath, trying to steady his shaking hands.

The accusation, leveled by a stern-faced Dr. Ramirez, was a punch to the gut. The claim that his research paper was plagiarized felt like a betrayal. He thought of his grandfather, a man who built his life on integrity. He would never let a lie stand.

He squared his shoulders, feeling a prickle of defiance. He'd spent weeks in the library, poring over books, wrestling with complex ideas. He wasnโ€™t going down without a fight. โ€œI can assure you, Professor, every word is mine. I can defend it.โ€

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444