The building's news hit her like a punch to the gut. She’d spent years cultivating friendships in the building, creating a real sense of community in the shared hallways and the courtyard. The thought of losing it all, of strangers moving in, filled her with a fierce ache.

She felt a surge of adrenaline, her hands clenching into fists. Without hesitation, she began composing an email, her fingers moving with a speed that surprised even her. It was a call to arms, a plea to her neighbors.

Later, she found herself taping flyers to every apartment door in the building. As she worked, she felt a strength course through her. She wouldn't let them take this away. This wasn't just about an apartment; it was about the heart of her neighborhood.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444