The lawyer droned on, his voice a monotonous hum. Their grandmother’s will: a treasure trove of forgotten memories and hidden meanings. His sister, Beatrice, sat stiffly, her eyes darting around the room. He, Theodore, however, felt a surge of… something. He got a dusty, leather-bound volume of poetry. Beatrice received a small, wooden music box. The poetry, he felt a pull toward it. He opened the book, letting the scent of aged paper and ink fill his lungs. He felt a newfound connection with it. He knew it was up to him to decipher the words, to understand the truth his grandmother had left behind. He flipped the pages, ready.

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