The news sliced through Maria like a knife. Professor Nguyen, her trusted guide, was leaving. Her breath hitched. A wave of uncertainty washed over her. But she wasn't one to give in to such emotions.

She went to work, compiling a list of resources, preparing a detailed timeline. She would complete her thesis. She would not let this defeat her. She would persevere.

Her apartment became her fortress. She worked late into the night. Her resolve strengthened with each passing hour. She had a goal to reach, and nothing would stop her.

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