The click of her mouse echoed in the sudden silence of the office. Maria had seen the email, too. "Potential Sale" – the words burned on the screen. The familiar comfort of her routine, the quiet satisfaction of her work, was suddenly gone. She felt a lightness, a feeling of preparedness.

She glanced around, seeing the usual faces, now etched with a mixture of fear and anticipation. Most people were looking glum, but Maria felt different. She stood up. Her back straightened. She walked to the window. Outside, the city pulsed with life.

She decided to make her way to the IT department. She knew that there were a few things that needed to be said. She wanted to know the details and the truth. She wanted to be able to help everyone, however she could. She had to.

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