He'd written a fantasy novel. She found it in the hard drive of his desktop, hidden away in a folder with an obscure name. The main character was clearly modeled on her; the physical characteristics, the mannerisms, the things the character cared about. The hero's name was "Victor," which was ironic, as she felt anything but at the moment.

She stared at the screen, her chest tightening. She decided, then, to go to the gym. She would lift weights, run on the treadmill, until she was exhausted, until she could feel the power of her own body again. She would not be controlled.

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