The sterile white walls of the doctor’s office seemed to close in around Olivia. Her childhood sweetheart, Sam, sat across from her, his eyes vacant, the light of recognition extinguished. A car accident. Brain damage. Amnesia. "I have no memory of you," he’d repeated, his voice devoid of emotion.

She wanted to crumble, to weep uncontrollably. Instead, she straightened her spine, her back stiff. She felt a knot forming in her stomach, a tightness that made it hard to breathe. "Well, that's just too bad," she said, her voice small, but laced with an icy edge.

She stood up, her movements deliberate, controlled. "I hope you have a nice life." She walked out, leaving him alone in the room.

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