The notification popped up, a digital jab in the ribs: “Check out my new website! Featuring *your* old diary!” Maya’s jaw clenched. Her breath caught, but quickly steadied. She felt a surge of strength. She wasn't going to collapse.

She sat straighter, her back stiffening. This wasn't a time for tears. This was a time for action. She slammed her fist on the desk. She would fight.

Without hesitation, she pulled open her laptop. Her fingers flew across the keyboard, typing out a carefully worded email. Legal action was her opening move. She’d always been a fast thinker, a quick learner, and now, a fighter. Her determination grew with each click.

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