He held the handwritten note, tucked inside a book. A note detailing a secret investment. The shock. The anger. The absolute necessity of this conversation. He squared his shoulders, a sudden jolt of electricity racing through his veins. He'd never been one for confrontation, but this time... this time was different.

"Alice," he stated, his voice ringing with a conviction he barely recognized. He strode towards the sunroom.

Alice was watering her plants, her back to him. When she turned, her eyes widened. The game was over.

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