The air hung heavy with the scent of pine and damp earth. Leo, his brow furrowed, gestured toward the overgrown trail. “I led us through that, right? That’s what I remember.” He scuffed his boot against a root. "We were practically lost."

Across from him, Sam shook his head. "No, man. I found the damn trail. You were busy staring at that bird, remember? The one you spent an hour trying to identify?"

A surge of irritation coursed through Leo. “I was checking for landmarks! We were running low on water! I made a mental note of everything. I was trying to *help*." He clenched his jaw.

Sam chuckled, a low rumble. "Helping? You were taking us on a merry chase. You said, 'I've seen this route a million times'. It’s a good thing I was paying attention."

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