"Just a lovely day, isn't it?" Sarah forced a smile, her voice brittle. She was standing in her overgrown garden, desperately trying to keep up appearances. Across the meticulously manicured lawn, Mrs. Dubois was effortlessly watering her prize-winning petunias with a golden hose. Sarah’s own hose was patched and leaky, a testament to her constant struggle.

Sarah felt a dull ache in her temples, a headache that wouldn't abate. She’d been working overtime, juggling multiple jobs, just to stay afloat. Mrs. Dubois, oblivious, probably spent her days lounging by her pool, sipping iced tea. The inequity of it all was a constant, gnawing presence. Sarah’s shoulders slumped, the weight of her worries pressing down on her.

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