The flickering screen illuminated Amelia’s face as she scrolled through the fake profile. Her daughter, Chloe, was “ChloeBlueSky17” online. The bio mentioned things like "loves sunsets" and "aspiring photographer," a stark contrast to the sullen teenager who rarely spoke to Amelia these days. A rush of… something… surged through her. She felt like she could leap across the living room and tackle the world.

Amelia’s jaw tightened. She had to understand. Chloe had been withdrawn for months, a closed book. Now, here was a secret chapter, and Amelia was going to read it. She slammed the laptop shut, the metallic clang echoing in the silent house. She would have to confront Chloe. Now.

She found Chloe in her room, hunched over her phone, face illuminated by the same cold light Amelia had just been staring at. Amelia took a deep breath. She’d do what needed to be done.

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