The stale air filled the confines of the elevator. Susan took a steadying breath. "Don't panic," she said to Mark, trying to sound calm, even though she felt a cold dread creeping into her bones. "We'll get out of here."

She went into problem-solving mode. She could see nothing that could obviously help. She began scanning the emergency panel for any hidden switches or buttons she'd missed. She needed to focus, to think clearly.

She would do anything. She was his only hope.

She started banging on the door, creating a persistent, rhythmic clang. "Hello! Help us!" The sounds echoed in the confined space.

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