The attic air tasted of dust and forgotten things. Clara slammed the trunk lid shut, the sound echoing in the confined space. “Just lies, all of it,” she muttered, flipping through the grainy photographs. Her grandmother, the saintly matriarch, arm-in-arm with a man who was most certainly not her grandfather, grinning like a schoolgirl. The photograph felt hot in her hand. She thought about how she'd been scolded for her last haircut. This felt like a delicious permission slip to do whatever she wanted.

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