The rejection email arrived like a slap, but Maya didn't flinch. She reread the terse sentence, a pit forming in her stomach, but her jaw remained locked. The campus cafe buzzed around her, students laughing and chattering, oblivious to the storm brewing inside her. She took a deep breath, the stale air doing little to soothe the tightness in her chest. Picking up her worn backpack, she walked towards the library. Hours of work stretched before her. Every project, every assignment, every late night study session had been for this. Now, she'd find a way to make it work. She would not be deterred.

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