Rain lashed against the attic window, mirroring the storm brewing inside her. Maria held a photograph of her father, a man revered for his loyalty and faithfulness. The image showed him with a woman, smiling, an affection she'd never witnessed in her life. A wave of betrayal washed over her.

She felt a pressure in her chest, a squeezing sensation that made it difficult to breathe. The cherished memories of her childhood, the stories of her parents' enduring love, felt like a deliberate lie. The world seemed suddenly devoid of color.

Maria buried her face in her hands, wishing she could unsee what she'd discovered.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224