He stared at the blank TV screen, the flickering light doing nothing to dispel the gloom that clung to him like a damp shroud. Every muscle in his body felt heavy, his limbs leaden weights. The air in the apartment seemed thick, suffocating. He’d barely touched the dinner he’d cooked, the untouched plate a testament to his lack of appetite. His phone vibrated on the table. He picked it up, expecting another work email, but saw a text from his mother. *How are you feeling love?* he typed back a reply before he could think, then instantly cringed. The recipient was wrong, a colleague, a friendly acquaintance, not his mother. Attached to the message was a picture of a dumpster fire he had taken earlier that day after an argument with his partner. His face burned with shame.

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