The cold bite of the ocean wind whipped against Kai's face as he uncovered the time capsule. He felt a surge ofโ€ฆ something akin to electricity as he worked. He found it on the beach after the tide had gone out. He knew he had to open it.

The salt spray stung his eyes, but he kept digging. He was determined to see this through. His muscles ached, but he didn't care.

The contents of the box revealed a message in a bottle. Kai smiled. He would send the message on to its intended recipient.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444