The soft glow of the bistro's lights reflected in Sarah's eyes. She had braced herself for a potentially disastrous evening. The last thing she expected was that Mark would be the one with the hidden ace up his sleeve.

He sat across from her, a slight smile playing on his lips. “So, how was your day, حبيبتي؟” he inquired. The Arabic tumbled out unexpectedly smoothly. She’d always struggled to learn it, which was a source of insecurity.

A warmth spread through her. Her shoulders relaxed and her jaw set with a new intensity. She crossed her arms, a genuine smile replacing her earlier apprehension, and said, "It was long. But let's hear about what you have been doing."

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