The flickering neon sign of the diner cast a sickly yellow glow over Emily’s face. She stared at the plate of lukewarm fries, unable to pick up a single one. The waitressing job she'd applied for, the one she needed to pay her rent, felt like a fleeting dream. Then, she learned that Chloe, her roommate, had also submitted her application.

Chloe, with her effortless charm and bubbly personality. Emily could almost hear Chloe’s infectious laughter now, imagining her already chatting up the manager. Her chest felt constricted, making it difficult to breathe. The world spun.

She pushed the fries away, her appetite gone. She just wanted to go home and hide.

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