The headline screamed "Culinary Collapse," and Chef Anya felt the wind get knocked out of her. She’d poured her heart and soul into creating something special. Now, the reviewer dismissed it with cold disdain. She took a moment to collect herself, breathing deeply. Her lips thinned into a determined line, and she stalked into the dining area. She addressed the staff, her voice laced with an intensity they hadn't seen before. β€œWe will show them. Tonight, we exceed every expectation.”

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