The airport buzzed, a hive of frustrated energy. He heard the announcement, his stomach twisting with disappointment. He was supposed to be presenting his research at the conference today. This delay? Unacceptable. A bead of sweat trickled down his temple, but he wiped it away with a steady hand. He had worked too hard to let a flight derail his opportunity.

He marched to the information booth. He had to be there. He would find a way.

He mentally rehearsed his speech, his eyes scanning the departures board. A bus, a train, anything. His grip on his briefcase tightened. He’d face the challenge.

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