The postman had left a magnificent arrangement of tulips at her door. No name, no message. It was time. She could no longer pretend she wasn’t affected. The issue she had been ignoring had come to a head.

She picked up the phone and dialled a number. Her voice, normally light, now held a controlled severity. She had to address the problem. She spoke with a directness she rarely used.

Later, she felt the familiar knot of anxiety ease. The difficult conversation, completed, felt like a battle fought and won.

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