The transition to security was a shock. From the comfortable routine of administration, David was thrown into a world of surveillance and potential danger. He stood taller, his shoulders straightening.

The new office was a cold, windowless room, filled with monitors displaying various camera feeds. He surveyed the room, his eyes scanning for any potential threats.

He spent the first few days learning the protocols, studying the faces of everyone who passed through the building. He was the protector. He was the shield. He would not let anyone come to harm.

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