He had been home early, and found her, Amelia, hunched over a laptop, the glow of the screen reflecting in her eyes. He knew that look. It was the look of concentration she always had when she was working on some project or other. Except this time, it was different. He saw the Cyrillic alphabet.

"What's that?" he asked, his voice unexpectedly harsh. Amelia jumped, quickly closing the laptop. "Nothing," she said, her voice shaky. He walked towards her, his movements slow and deliberate. "Nothing? Don't insult my intelligence." He reached for the laptop, but she flinched and pulled it away. Her eyes blazed with something he couldn't decipher, an emotion which he understood, nonetheless. He looked away, then, taking a seat at the dining room table, and picking at a loose thread on the tablecloth.

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