"But why?" Amelia whispered, the word a fragile breath against the backdrop of her sister's enthusiastic declarations. Her voice was thin, barely audible above the rising excitement in the room. Her sister, Chloe, was glowing, her eyes bright with a fervor Amelia couldn't comprehend. She felt a knot tighten in her throat, making it difficult to swallow. The dinner table, usually a place of laughter and connection, now felt like a battlefield, each carefully chosen word a potential weapon. She pushed her untouched lasagna around her plate, the food suddenly tasteless and unappealing.

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