The afternoon sun was scorching, and Clara was already bored. Her aunt wanted her to “find something interesting” at the yard sale. She scoffed at the suggestion. Interesting was the last thing she needed. She stopped in front of a table, her gaze landing on a familiar face. It was her teddy bear, Bartholomew, missing an ear. He sat amongst a pile of gaudy ceramic figurines. She felt a surprising jolt of… something. Annoyance, maybe.

She addressed the elderly woman running the sale. “How much?” she demanded, her voice sharp.

The woman smiled, revealing a gap-toothed grin. "Fifty cents."

Clara dropped a dollar on the table. "I don't need change," she said, her tone dismissive. She plucked Bartholomew from the table and marched off, the bear clutched tightly in her hand.

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