The vibrant campus landscape seemed to mock Eleanor. She walked in a daze, her shoulders slumped. Her roommate, Chloe, had betrayed her. She'd found it: a Post-it note, subtly placed back in her journal. The words on the page she'd confided to were crossed out in red ink. She’d lost her appetite, she couldn't sleep. The very air around her seemed to vibrate with a tension she couldn't escape. The happy chatter of other students grated on her nerves. She wanted to yell, to scream, but the words wouldn't come.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224