Rain lashed against the attic window as Amelia crept forward, a flashlight beam cutting through the dust motes. She’d found the list tucked between a chipped teacup and a stack of old love letters – her partner, Daniel’s, bucket list. One item, scrawled in his familiar handwriting, stood out: “See the Northern Lights.” A smile tugged at her lips. Daniel, always dreaming of the extraordinary.

A plan began to hatch in her mind. He’d been working himself ragged lately, and a trip would be a perfect surprise. She pulled out her phone and started researching flights to Iceland. The chill of the attic seemed to melt away as a warmth spread through her. This was something she could handle.

The next day, she called the travel agent, ignoring the slight tremor in her hands. She haggled, secured the tickets, and smiled. It was all a bit wild, a bit impulsive, but a deep certainty settled in her heart. She was ready.

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