The air crackled with tension in the small, cluttered office. Mark stared at the email on his laptop screen, the accusatory words burning into his memory. His professor, usually affable, had accused him of academic dishonesty. He slammed his fist down on the desk, startling himself.

He felt the familiar surge of adrenaline. He had sweated over that project. He had sacrificed sleep, social life, and sanity to produce something he believed in. The idea of someone else taking credit for his efforts was unbearable.

He decided that he would not go quietly. He’d meticulously documented his research, every source, every note. He was prepared to fight. He would demonstrate his commitment to his work.

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