The stale air in the coffee shop did nothing to soothe Leo’s frayed nerves. He watched, with a barely concealed grimace, as Mr. Abernathy, his neighbor, strolled in, wearing a bespoke suit and carrying a leather briefcase that probably cost more than Leo’s entire annual salary. Leo clenched his jaw, the muscle in his cheek twitching. He needed this caffeine, but even that felt inadequate.

He ran his fingers through his thinning hair, a gesture of helplessness. His own financial situation was a constant source of stress, a relentless burden he carried everywhere. Mr. Abernathy, on the other hand, always seemed so relaxed, so untroubled. The thought of that effortless ease intensified the sharp sting of discontent in Leo's chest.

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