He saw it on the banner ad first: β€œNew breakthrough in AI development – by Dr. Evelyn Reed!” A pang of shock, then fury. His algorithm, his coding, his years of painstaking work… all credited to someone else. It sent a tremor of heat through his arms.

He would not be silenced. He rose from his desk, the chair scraping against the floor. Every step was deliberate, marked by a growing sense of determination. He would reach out to the magazine. He would report it to the authorities.

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