The notice, a stark white rectangle, thumbtacked to the chipped paint of the lobby bulletin board, practically vibrated with an unsettling energy. "Condominium Conversion," it announced, followed by a list of impending changes and a phone number to call for "more information." Amelia felt a flush creep up her neck. This wasn't just about losing her rent-controlled haven; this was a fundamental violation.

She marched back upstairs, the worn carpet offering little comfort beneath her feet. Inside her tiny apartment, she slammed the door a little harder than necessary. Her jaw was set. She grabbed her phone and immediately texted Mr. Henderson, the octogenarian on the second floor who struggled with technology. "They're trying to kick us out," she typed, her thumbs flying across the screen.

Her heart hammered against her ribs as she imagined the sleek, soulless condos that would replace her beloved, creaky building. She was going to fight this. She had to. She cracked her knuckles, a determined glint in her eyes. It was time to organize.

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