The letter, stained with what looked like dried tears, sat on the counter. It was from her former best friend, the friend who had broken their sacred bond over a boy. A slow, cold rage spread through her. She considered the words, but she also kept staring at the blade of her favorite kitchen knife. She then put on her headphones, cranked up the music, and started chopping vegetables with ferocious energy, the rhythmic thud of the knife against the cutting board echoing her internal turmoil.

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