The library, normally a sanctuary of quietude, now felt like a prison. Alex, facing the plagiarism charges, sat hunched over a table, staring at the damning evidence. His hands were clammy.

He knew that the accusation was baseless. He had put in a great deal of effort in his work. He had spent hours in the library, carefully documenting his sources and formulating his arguments. He had a deep sense of ownership.

He pushed his chair back from the table. He stood and walked toward the reference desk. He needed to find the source material. He felt a surge of resolve. He would fight this.

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