The news felt like a physical blow. She stood in front of the bulletin board, her legs suddenly shaky, her hands trembling. She took a deep breath, fighting back the rising tide of fear. The thought of moving, of leaving her well-loved apartment, was unbearable.

Suddenly, a fire ignited within her. She felt her spine stiffen, her muscles tense. She pulled the notice down from the board and marched back to her apartment.

She sat at her desk, a renewed sense of purpose flooding her. She opened her laptop and began researching local housing laws. She would learn their tactics, she would fight them every step of the way, and she would win.

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