The letter sat on her desk, a cruel intruder. The scholarship that had lifted Anya above the worries of finances, was revoked. A mistake, it informed her. She felt a sharp, bitter pain. But then, a flicker of something else ignited within her.

She rose from her chair, her hands clenched at her sides. She would not be silenced. She wouldn't let this injustice define her. With a firm, determined stride, she headed for the university's central administration building, her mind already calculating the steps she would take. This was not a retreat; it was a charge.

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