The email arrived like a punch to the gut. The "Spice Merchant," his favorite Indian restaurant, was shutting down. A wave of outrage surged through David. He’d eaten there almost every week for five years; they knew his usual order, his name, his life.

He immediately drafted a strongly-worded email to the management, demanding an explanation. Then, feeling a surge of energy, he grabbed his keys and rushed to the restaurant.

He found the owner, Mr. Singh, looking overwhelmed. David offered to help pack, to clean, to do anything. He felt an intense need to protect this place, this piece of his world, from disappearing.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444