The elevator ride felt like an eternity. John felt the electricity thrumming in his veins. He wasn't scared; he was energized. This promotion was the culmination of years of relentless effort. He’d earned it.

He imagined the office waiting for him, and felt the need to take on the world.

He ignored Maria, the other candidate, who attempted to catch his eye. He was already focused on the task ahead.

The interview panel presented a volley of questions. He deflected them all with ease. He had the answers, the data, the vision. He wouldn’t be denied. He was strong.

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