The news had hit Emily like a physical blow. Seeing the pristine office of the 'publishing house' on her friend's social media, Emily had been genuinely impressed. Now, thanks to a chance conversation with a mutual acquaintance, she knew the truth: her friend, James, was working in the mail room. A mail room. Not the glamorous world of books and literary genius he had so skillfully fabricated.

A wave of something akin to outrage washed over her. It wasn't just about the lie; it was the sheer audacity of it, the constant performance. Her hands clenched into fists, the nails digging into her palms.

She found James at a local bar, surrounded by a group of people, his voice booming with what she now knew was fake confidence.

She was going to end this.

"James," she said, her voice cutting through the noise. She took a deep breath, steeling herself. She was ready.

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