Rain lashed against the attic window as Clara held the brittle paper. The words, scrawled in her younger hand, were a stark betrayal. A letter to her mother, never posted, filled with accusations and unmet expectations. Her chest clenched. It was a good thing she never sent this. She wouldn't want her mother to see this letter, see the pain she'd caused.

Clara crumpled the letter, then immediately smoothed it out, smoothing her thumb over the dried ink. The scent of old paper and dust filled her nostrils. She remembered the arguments, the slamming doors, the way her mother had sighed, heavy with disappointment. Well, she hadn't given her any reason to be disappointed then, had she?

She tossed the letter back into the trunk. The lock clicked shut with a metallic finality. She felt a lightness, an almost smug satisfaction. Let them think she hadn’t cared. Let them think she was happy.

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