He stared at the overflowing ashtray, the residue of countless cigarettes. The noise, the laughter, the music, it had all been a desperate attempt to feel something, anything, other than this… emptiness. The complaint from the downstairs neighbor, a curt note slipped under his door, had stripped away the thin veneer of control he had been clinging to.

His chest ached. He felt hollow, like a shell. The weight of his loneliness, his failures, pressed down on him, crushing his spirit. The room seemed to spin. He needed to escape, but there was nowhere to go.

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