Rain lashed against the windows, mimicking the fury churning inside Amelia. The letter, thin and unassuming, lay on her kitchen table, a stark contrast to the hurricane of emotions swirling within her. It had been ten years. Ten years since Thomas had walked out, taking with him not just his belongings but a chunk of her heart. Now, a simple “I’m sorry” dared to invade her space. She crumpled it in her fist, then smoothed it out, a tremor running through her. She poured herself a glass of whiskey, and, gripping the glass tightly, she contemplated setting it on fire, but instead, she opened the front door and threw the letter out into the downpour. Let the elements deal with it.

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