The late-afternoon sun cast long shadows across the parking lot. He took a deep breath. He had thought about this for months. His muscles were tight, ready.

The door opened, and he was directed down a hallway. He walked with a purpose, each step measured.

The door to the office stood before him, solid. He knocked, the sound echoing in the silence. β€œCome in,” he heard. He opened the door. Sarah Jenkins, older, more composed, looked up at him. He felt every muscle in his body tense. He was ready to engage.

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