The canvas was his battleground, the brush his sword. Thomas, a painter, had always used art as a means of expression. His daughter, Olivia, had inherited his creative streak.

He walked into her studio, expecting to see her current work, and instead was floored. A vibrant, sprawling landscape dominated the easel, bursting with color and emotion. She had found a new style that he had never even considered, and the technique was flawless.

He could feel the warmth creeping up his neck. He wanted to shout his approval, to express the feeling burning inside. His own work feltโ€ฆ flat, dull, in comparison. He grinned, feeling a strange mix of exhilaration and fierce protective pride. She was magnificent.

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