Liam stared at the email, the stark B- mocking him from his laptop screen. He'd poured his heart into the history project, staying up all night, sacrificing sleep to perfect his presentation. A cold knot formed in his stomach. He felt a surge, a sudden need to defend the hours he invested. Throwing his backpack to the floor, he pulled on his jacket, grabbing his keys. The injustice felt like a physical blow. He would not let this stand without a fight. His jaw was set, and the corners of his mouth were turned down.

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