The critic’s words, sharp and precise, seemed to hover in Clara’s mind, repeating over and over. "Overpriced… pretentious… a culinary disaster." She slammed the front door of her apartment. Each footstep felt heavy, weighted down by a crushing sense of disappointment.

She kicked off her shoes and dropped them on the floor. Her usual tidy apartment seemed to shrink around her, the familiar comforts suddenly alien. The aroma of lilies she’d bought earlier in the day now smelled cloying, almost sickening. She didn't want to look at them.

Clara sat on her couch, pulling her knees to her chest. She stared blankly at the television. She’d put on her favorite show, but she couldn’t focus on it. She closed her eyes, trying to breathe deeply, but the air felt thin and difficult to draw.

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