He slammed the car door a little too hard, the sound echoing in the silent street. David kicked at a loose pebble, sending it skittering across the cracked pavement. His neighbor, Mr. Fitzwilliam, was just pulling into his gated driveway in a gleaming, cherry-red sports car. David watched, his jaw clenched, as the automatic gate whispered open and swallowed the vehicle. The contrast was stark. David’s old station wagon coughed and sputtered, a constant source of frustration and embarrassment.

He ran a hand through his hair, a nervous gesture he couldn't seem to stop. The bills were piling up, the job was a dead end, and his future seemed as bleak as the overcast sky. Mr. Fitzwilliam, on the other hand, radiated an air of contentment, a casual confidence that grated on David’s nerves. He could almost feel the tightness in his chest, constricting with every passing moment.

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