She stared at the university administrator, Ms. Abernathy, her hands balled into fists under the desk. "There's been a mistake," Ms. Abernathy was saying, her voice a syrupy blend of apology and dismissal. As if. Elara’s palms began to sweat. The scholarship was her lifeline, the one thing keeping her from a minimum-wage job and a life on the streets. She leaned forward, the springs in her chair groaning under her weight. “I don’t think so,” Elara countered, her voice low and steady, each syllable a calculated pushback.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385